{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predicting Crashes in Financial Markets - Logistic Regression\n",
    "- Datasets: S&P500 (USA), Nikkei225 (Japan), SSE (Shanghai/China), HSI (Hong Kong), BSESN (India), SMI (Switzerland), BVSP (Brazil)\n",
    "- Model: Logistic Regression\n",
    "- Number of features: 16 (mean price change and volatility for different windows over past 252 days)\n",
    "- Response variable: Crash within 1 / 3 / 6 months (0: no, 1: yes)\n",
    "- Crash definition: Drawdown in 99.5% quantile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "from sklearn import linear_model, metrics\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import fbeta_score, make_scorer\n",
    "from datetime import datetime, timedelta\n",
    "from pylab import rcParams\n",
    "import pickle\n",
    "import importlib\n",
    "import sys\n",
    "import warnings\n",
    "if not sys.warnoptions:\n",
    "    warnings.simplefilter(\"ignore\")\n",
    "import os\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models')\n",
    "from prepare_data import DataLoader\n",
    "from evaluate_results import EvaluateResults"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -------------------- Data preparation -------------------- #\n",
    "os.chdir('../data')\n",
    "datasets_original = ['^GSPC.csv', '^N225.csv', 'SSE.csv','^HSI.csv', '^BSESN.csv',\\\n",
    "                     '^SSMI.csv', '^BVSP.csv']\n",
    "dataset_names = ['S&P 500', 'N225', 'SSE', 'HSI', 'BSESN', 'SMI', 'BVSP']\n",
    "\n",
    "# specify drawdown thresholds for crashes (determined in exploration.ipynb):\n",
    "crash_thresholds = [-0.0936, -0.1101, -0.1269, -0.1470, -0.1703, -0.1106, -0.2344] # <-- Jacobsson\n",
    "# crash_thresholds = [-0.1053, -0.1495, -0.1706, -0.2334, -0.1563, -0.1492, -0.2264] # <-- Sornette\n",
    "months = [1, 3, 6]              # <-- predict if crash n months ahead (use: 1, 3 or 6)\n",
    "data = DataLoader(datasets_original, dataset_names)\n",
    "datasets_revised, crashes = data.get_data_revised(crash_thresholds)\n",
    "dfs_x, dfs_y = data.get_dfs_xy(months=months)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Find best parameters with grid search -------------------- #\n",
    "model_name = 'Logistic Regression'\n",
    "test_data = 'S&P 500'\n",
    "month_prediction = 3\n",
    "beta = 2\n",
    "\n",
    "index_test = [i for i, name in enumerate(dataset_names) if name == test_data][0]\n",
    "index_month = [i for i, m in enumerate(months) if m == month_prediction][0]\n",
    "training_set_names = list(dataset_names)\n",
    "training_set_names.pop(index_test)\n",
    "dfs_x_training = list(dfs_x)\n",
    "dfs_x_training.pop(index_test)\n",
    "dfs_y_training = list(dfs_y)\n",
    "dfs_y_training.pop(index_test)\n",
    "x_train, y_train, _, _ = data.get_train_test(dfs_x_training, dfs_y_training, \\\n",
    "            training_set_names, test_data=None)\n",
    "y_train = y_train[:, index_month].astype(int)\n",
    "\n",
    "# Find parameters with grid search:\n",
    "fbeta_scorer = make_scorer(fbeta_score, beta=beta)\n",
    "# param_grid = [{'C': [0.1, 1, 10, 100, 1000], 'class_weight': [{0:.05, 1:.95}, {0:.04, 1:.96}, \\\n",
    "#               {0:.03, 1:.97}, {0:.025, 1:.975}, {0:.02, 1:.98}]}]   # <-- 1 month\n",
    "param_grid = [{'C': [0.1, 1, 10, 100, 1000], 'class_weight': [{0:.07, 1:.93}, {0:.06, 1:.94}, \\\n",
    "                {0:.05, 1:.95}, {0:.04, 1:.96}]}]   # <-- 3 months\n",
    "# param_grid = [{'C': [0.1, 1, 10, 100, 1000], 'class_weight': [{0:.11, 1:.89}, {0:.1, 1:.9},\\\n",
    "#                 {0:.09, 1:.91}, {0:.08, 1:.92}]}]   # <-- 6 months\n",
    "\n",
    "clf = GridSearchCV(linear_model.LogisticRegression(penalty='l2'), param_grid, scoring=fbeta_scorer) \n",
    "model = clf.fit(x_train, y_train)\n",
    "labels = model.cv_results_['params']\n",
    "tr_score = model.cv_results_['mean_train_score']\n",
    "t_score = model.cv_results_['mean_test_score']\n",
    "rcParams['figure.figsize'] = 8, 4\n",
    "plt.bar(x=np.arange(len(tr_score)) - 0.2,width=0.4, height=tr_score, color='lightblue', label='train score')\n",
    "plt.bar(x=np.arange(len(t_score)) + 0.2,width=0.4, height=t_score, color='blue', label='test score')\n",
    "plt.title('Find best parameters with F beta score (beta=2)')\n",
    "plt.xticks(np.arange(len(labels)), labels, rotation=90)\n",
    "plt.ylabel('F-Beta score (beta=2)')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Logistic Regression - validation data: N225\n",
      "Train Logistic Regression - validation data: SSE\n",
      "Train Logistic Regression - validation data: HSI\n",
      "Train Logistic Regression - validation data: BSESN\n",
      "Train Logistic Regression - validation data: SMI\n",
      "Train Logistic Regression - validation data: BVSP\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Train Logistic Regression -------------------- #\n",
    "class_weight = {0:.06, 1:.94}\n",
    "C = 1\n",
    "index_test = [i for i, name in enumerate(dataset_names) if name == test_data][0]\n",
    "index_month = [i for i, m in enumerate(months) if m == month_prediction][0]\n",
    "training_set_names = list(dataset_names)\n",
    "training_set_names.pop(index_test)\n",
    "dfs_x_training = list(dfs_x)\n",
    "dfs_x_training.pop(index_test)\n",
    "dfs_y_training = list(dfs_y)\n",
    "dfs_y_training.pop(index_test)\n",
    "y_train_all, y_val_all = [], []\n",
    "y_pred_train_all, y_pred_val_all = [], []\n",
    "for val_data in training_set_names:\n",
    "    x_train, y_train, x_val, y_val = data.get_train_test(dfs_x_training, dfs_y_training, \\\n",
    "            training_set_names, test_data=val_data)\n",
    "    y_train, y_val = y_train[:, index_month].astype(int), y_val[:, index_month].astype(int)\n",
    "    y_train_all.append(y_train)\n",
    "    y_val_all.append(y_val)\n",
    "    print('Train ' + str(model_name) + ' - validation data: ' + str(val_data))\n",
    "    clf = linear_model.LogisticRegression(C=C, class_weight=class_weight)\n",
    "    model = clf.fit(x_train, y_train)\n",
    "    y_pred_train = model.predict(x_train)\n",
    "    y_pred_train_all.append(y_pred_train)\n",
    "    y_pred_val = model.predict(x_val)\n",
    "    y_pred_val_all.append(y_pred_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression\n",
      "\n",
      "\n",
      "Predict crash in:               3 months\n",
      "Number of features:             16\n",
      "Number of rows in training set: 42842\n",
      "\n",
      "\n",
      "Results for each train/val split:\n",
      "                       N225   SSE   HSI  BSESN   SMI  BVSP\n",
      "positive actual train  0.04  0.04  0.04   0.04  0.04  0.04\n",
      "positive pred train    0.14  0.17  0.17   0.16  0.16  0.16\n",
      "precision train        0.17  0.12  0.12   0.13  0.12  0.12\n",
      "recall train           0.56  0.46  0.46   0.46  0.43  0.43\n",
      "accuracy_train         0.86  0.83  0.83   0.84  0.84  0.84\n",
      "score_fbeta train      0.38  0.29  0.30   0.30  0.28  0.29\n",
      "positive actual val    0.05  0.04  0.04   0.04  0.05  0.04\n",
      "positive pred val      0.19  0.16  0.17   0.15  0.14  0.13\n",
      "precision val          0.06  0.16  0.11   0.09  0.16  0.20\n",
      "recall val             0.26  0.71  0.47   0.36  0.40  0.58\n",
      "accuracy val           0.79  0.85  0.82   0.83  0.85  0.88\n",
      "score fbeta val        0.16  0.42  0.28   0.23  0.30  0.42\n",
      "\n",
      "\n",
      "Results - average over all train/val splits:\n",
      "Positive train cases actual:            0.04\n",
      "Positive train cases predicted:         0.16\n",
      "Avg precision train (model/random):     0.13 / 0.04\n",
      "Avg recall train (model/random):        0.47 / 0.16\n",
      "Avg accuracy train (model/random):      0.84 / 0.81\n",
      "Score train fbeta:                      0.31 / 0.1\n",
      "Positive validation cases actual:       0.04\n",
      "Positive validation cases predicted:    0.16\n",
      "Avg precision validation (model/random):0.13 / 0.04\n",
      "Avg recall validation (model/random):   0.46 / 0.16\n",
      "Avg accuracy validation (model/random): 0.84 / 0.81\n",
      "Score validation fbeta:                 0.3 / 0.11\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Evaluate results -------------------- #\n",
    "eval_ = EvaluateResults(y_train_all, y_val_all, y_pred_train_all, y_pred_val_all, model_name, test_data)\n",
    "beta = 2\n",
    "threshold = None\n",
    "print(model_name)\n",
    "print('\\n')\n",
    "print('Predict crash in:               ' + str(month_prediction) + ' months')\n",
    "print('Number of features:             ' + str(dfs_x[0].shape[1]))\n",
    "print('Number of rows in training set: ' + str(len(y_pred_train_all[0]) + len(y_pred_val_all[0])))\n",
    "print('\\n')\n",
    "eval_.training_results(threshold, training_set_names, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test results (test set: S&P 500):\n",
      "Positive test cases actual:         0.04\n",
      "Positive test cases predicted:      0.15\n",
      "Precision test (model/random):      0.15 / 0.04\n",
      "Recall test (model/random):         0.56 / 0.15\n",
      "Accuracy test (model/random):       0.85 / 0.82\n",
      "Score test fbeta:                   0.36 / 0.1\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Test model -------------------- #\n",
    "x_train, y_train, x_test, y_test = data.get_train_test(dfs_x, dfs_y, dataset_names, test_data=test_data)\n",
    "y_train, y_test = y_train[:, index_month].astype(int), y_test[:, index_month].astype(int)\n",
    "lm = linear_model.LogisticRegression(C=C, class_weight=class_weight)\n",
    "model = lm.fit(x_train, y_train)\n",
    "y_pred_test_bin = model.predict(x_test).astype(int)\n",
    "threshold = None\n",
    "_ = eval_.test_results(y_test, y_pred_test_bin, threshold, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Ms8wzSUlJVK5cmdjYWER3K8cL1lp27dpFUlISjRs3Drc5iqIoiqIo2ZJriIW19kdgdw6H9AEmWuEXoJoxpu6xGHP48GFq1qyp4vg4xBhDzZo19emAoihhY+vWcFugKEpJoSBikOsDm3y2k5yxY0LF8fGL/mwVRQkXCxZA3brQvj1oA1lFUXKjIOogB1M9Qf/8GGNuAW4BiImJYf78+X77q1atSnJycgGYpBRXDh8+nOXnriiKUpisW1eRm29uB8DChfDmm0to2XJ/mK0qwaSmwrZt+Z+nb19pEALSmCMqKvi8nTr5j3frBsH+jxSGXXFxUls5Njb4NZXjloIQyElAQ5/tBsDmYAdaa98B3gGIj4+3Xbt29du/atUqKleuXAAmFT7Dhg2jS5cudO/ePdymlCiio6M5/fTTw22GoijFjLvvhj//hO++g59+Ek1UUPz0k//2mjVtGTrU216xAk47DSIjC+6axzUF1ZBj9OjQGoV8+aX/+CefFG6jEF+7tFFIqaUgQixmANcb4Uxgn7V2SwHMW2zJyMhgxIgRKo4VRVEKgP374bXXRBwDvP9+wc09YwY88YSsjxghwnv6dG//779Dy5bw3HMFd01FUUo+uQpkY8wkIAE41RiTZIy50RhzqzHmVueQ2cB6YB3wLnB7oVlbBCQmJtKsWTMGDhxIq1atuOKKKzh06BCxsbGMGDGCzp0789lnnzFo0CCmTp0KwMKFC+nYsSOtW7emffv2JCcnk5GRwQMPPEC7du1o1aoVY8eODfM7UxRFKVoWLxYBmhvuU/H+/WU5bhx8/33B2DBqlLf+xBPydH7TJvjwQxm74w5ZLl1aMNdTFOX4INcQC2vt1bnst8B/Cswih7vvhmXLCnbONm3g1VdzP2716tW8//77dOrUicGDBzN69GhAwgN+cp7VzZkzB4DU1FT69evHlClTaNeuHfv376d8+fK8//77VK1alYULF3LkyBE6depEz549tcSZoiilgokTYeBAeVL977+wdy+sXAmHD4tI9WXPHln27w+TJ8v6Rx/BeeflzwZrYc0aWX/2WVm2by/Lhx+Wp/ELFsh2xYr5u5aiKMcX2kkvCA0bNqSTEwB33XXXHRXF/fr1y3Ls6tWrqVu3Lu3aSQJIlSpVKFOmDN9++y0TJ06kTZs2dOjQgV27drF27dqiexOKoihhIjUV7rpL1jdvhkOH4J57oHNn6N4dMjO9Y59+Gjo4lfOrVIELL5T1GjWO/fozZsCiRXDzzXL911+HRx+VfRdcAG3bQv36MHu2d0509LFfT1GU44+CSNIrFELx9BYWgeXI3O2KQVwM1tqg5custbzxxhv06tWrcIxUFEUpRuzfD/ffL97gO+8Uj3HTpuLB3bgREhK8YzdtghNPlDCHYcO88cqVYdYsqFMH8lPQqE8f/+0OPq2rjJGCBKtXw+7dUKkSHDgAtWsf+/UURTn+UA9yEDZu3EiC89d80qRJdO7cOdtjmzVrxubNm1m4cCEAycnJpKen06tXL8aMGUNaWhoAa9as4eDBg4VvvKIoShgYPRrefRemToXrrpOxm26S5d9/w7p1XmGAc86R5auvQvny3hxVqshy7154551js2PnTv/tLl28sAqXChUk3OPjj8WmihVh7FioXh3S03Oef98+yMg4NtsURSk5qEAOwmmnncaECRNo1aoVu3fv5rbbbsv22LJlyzJlyhSGDh1K69at6dGjB4cPH+amm26iefPmtG3blri4OIYMGUJ6bn95FUVRShiTJ8PatfDII97Yxo1w0knQo4ds//CDiMoGDWR7wwZJzFuyBB5/3DsvJkaWR47I8tChvNuzY4f/9ogRWY+pUMFb37ZNtnfuFGF+4ED2c+/fD9Wq+dusKMrxSbENsQgnERERvP32235jiYmJftvjfeohtmvXjl9++SXLPCNHjmTkyJGFYaKiKEpYSU+HwYO9ahAAtWp5Htw//xRBCfDii7IcOhQGDIAmTeB2p95R797w5JPSJ6JqVf9r7N/vL2ZDISVFltOmydzlymU9xnfOzz6Dnj297cOHg89rLbgl3H/8MW82KYpS8lCBrCiKouSZt97yF8cgYQrLlkmcb7lyWQVvy5biVf7uO/E6A7RuLeEX+/Z5x735ppRfS06WeOS84Ark8uWDi2MAN9qtfXuxZ/Bg+OAD//MD2bgR1q+X9RYt8maToiglDw2xCCA2NpYVK1aE2wxFUZRiyYoVkuD21VfQqpU3XraslNIcMQKeesob86V6dX9v7WuvQUQENGok4tnFDcVwE/W+/RYeeyw0+3wFcna4nmC3PP3770vinu/5gezenfUamZkSWnLLLaHZpihKyUEFsqIoihIy7dpBs2biBY6P98YPH5a445yoXh3uu8/bdpt0BFK5sixdgdyrF+QUrfbXX55oDUUg33qrhG+0aeONvfaa//mBuLWawRPL8+fD889LcmJ2oRmKopRMNMRCURRFyRVrYd48fyHYpo14XzdskLCKYHTsKCXdLrzQE74rVsAff4j3OBhuNYtQSr2tXw+nnSYl5oYNgy++kPGcBLIxni0ubh3k7ISurwd59mz45htpZuKyZw/UrZu7vYqilAxUICuKoii58sMPWTvgnXOOf5hFMH7+OetYixY5x/G64tVN8nNJT4cyzn+tL76QcI1x42R79myIjAQ3fzongRwM9/jvv4fPP4dXXvH2vf561rJzy5eLSI6OFlG9ZYsKZEU5ntAQC0VRFCVXFi2S5ckni4j85JPcxfGx4grkTz4R4enihj9s2ACXXw4XXeQl1/35J6xa5R2b19bRrkAeNgxGjYJdu7x9d90ldZN9OXRIvMpxcbIdpNGqoiglmOLtQf7lFylMWVBUqwZnnhny4U8++SSVKlXi/vvvLzgbHBITE/m///s/rrnmmgKf25czzjiDhIQEygZmyxQwsbGxLFq0iFq1ahXqdRRFKXr27IEHHpD1P//MmnxX0LgC+auvvOYiIAK5cmVPNP/wg/95M2ZIuMXQoXmvfhEXJyEfbhvstWuhZk1/oQzSBbBhQxHpGRlw8cVy87BuHSQleQmGiqKUbIq3B3nvXjjhhIJ7FaTYzieJiYl88skneT4vIw8tnBITE6lfv36exbE2NFEUxZfp02U5eHDhi2PI3vvrepAnTvQf793bW7/kEsiht1O2REf7V9JwRfj//ud/XIMGcOqpEkcNElaxerWsz5yZ9+sqilI8Kd4COQw8++yznHrqqXTv3p3V7l89YNmyZZx55pm0atWKSy+9lD179rB9+3bOOOMMAJYvX44xho0bNwJw8sknc+jQIQYNGsSdd95Jx44dOemkk5g6dSoADz/8MAsWLKBNmzaMGjWK8ePHc4dPSvdFF13E/PnzAahUqRLDhg2jQ4cOJCQkEBsby/Dhw2nbti0tW7bkr7/+Cvpevv76a84///ws4wsXLqRjx460bt2a9u3bk5yczPjx47nyyiu5+OKL6dmzJwcOHKBbt25HrzHd+Q958OBBLrzwQlq3bk1cXBxTpkw5Ou8bb7yRq02KohQ9c+dKg47bbju2NslffCGl2N57r+BtC0Z2yXuuQJ482X/c7dgH0LXrsV+3Zk1v/aWXZOl282vaVB5CgpSJc0NOqlWTxicVKni1nRVFKfmoQPZh8eLFTJ48maVLl/LFF1+wcOHCo/uuv/56XnjhBX7//XdatmzJU089Re3atTl8+DD79+9nwYIFxMfHs2DBAjZs2EDt2rWp4LRr2rJlCz/99BOzZs3i4YcfBuD555/n7LPPZtmyZdxzzz052nXw4EHi4uL49ddf6dy5MwC1atViyZIl3Hbbbbzk/iUPYM6cOVkEcmpqKv369eO1115j+fLlzJ07l/JO8F1CQgITJkzg+++/Jzo6mmnTprFkyRLmzZvHfffdh7WWOXPmUK9ePZYvX86KFSv85g/FJkVRio6MDAlT6NFDKi68/TZ8/HHe5khOljrEl12WfaWKwuDBB7OODRggnfpOOgkqVfLGfRP+8hPlVaOGt/5//yeVO1yB/MMPXiWLdu2845o0kc/llFNUICvK8YQKZB8WLFjApZdeSoUKFahSpQqXXHIJAPv27WPv3r2cc845AAwcOJAfnV6jHTt25Oeff+bHH3/k0Ucf5ccff2TBggWcffbZR+ft27cvERERNG/enG3btuXZrsjISC6//HK/scsuuwyQGOPANtggQjgpKYmTAgqTrl69mrp169LO+QtfpUoVyjhp4T169KCG8x/CWsujjz5Kq1at6N69O//++y/btm2jZcuWzJ07l4ceeogFCxZQ1adVVm42KYpSNLz8MnTqJILPre/7yy/QuDHccIPE6oZCWhrExMCRIyKQi5IXXvC384QTxGs7ciQsWSId+Fzi48XDXbaslJQ7Vpo399/ets3zWles6N0g+ApkN0nvlFNg1ixITT326yuKUnxQgRyAyaOL5Oyzzz7qNe7Tpw/Lly/np59+okuXLkePKefT79RaG3SeMmXKkOlmhwCHfYpxRkdHExkZ6Xe8O2dkZGTQmOEFCxYc9Tb7Yq3N9j1W9An8+/jjj9mxYweLFy9m2bJlxMTEcPjwYZo2bcrixYtp2bIljzzyCCNGjAjZJkVRCpe//xaP7/33iwd0/35p6BEbCx06SPWJzEypQZwbs2aJ4HQFYseOhWp6UHz+jB61edQo8ez67qtRAxITvbSVY6VPH//tKVO86hW+ZePatpXlffd5ZecaNpTl4sXHfn1FUYoPKpB96NKlC9OmTSMlJYXk5GRmOhkXVatWpXr16ixYsACADz/88Kg3uUuXLnz00Uc0adKEiIgIatSowezZs+nUqVOO16pcuTLJPlXwY2NjWbZsGZmZmWzatInffvstX+9lzpw59PbNXHFo1qwZmzdvPho+kpycHFTM7tu3j9q1axMVFcW8efPYsGEDAJs3b6ZChQpcd9113H///SxZsiRfdiqKUjDMmCFezOef97abNpX1xo1leeKJ4gUN1gxjxw6pVNG3r3hOH39c6gq7BNyjFwlOlBogXfhcbr8dHnrI/1hj8l77OBC3BbXL3XdLneWoKE8Ig3iTd+4UL7fLlVfKMpTmJoqiFH+Kd5m3atXkr3ZBzpcDbdu2pV+/frRp04YTTzzRL0xiwoQJ3HrrrRw6dIiTTjqJcU51+tjYWICjHuPOnTuTlJREdd+/5kFo1aoVZcqUoXXr1gwaNIi7776bxo0b07JlS+Li4mjruiiOkfnz5/t5d13Kli3LlClTGDp0KCkpKZQvX565c+dmOe7aa6/l4osvJj4+njZt2tCsWTMA/vjjDx544AEiIiKIiopizJgx+bJTUZRj5/ffJYRi5UqvHNmHH8qyVStJyrvnHqhdW8aM8RpbBPLEEzB2rKx36yaNMJ5+WipEhEMcgwhTEE+2b/WMTp28GGS3A15BYIx8ptHR3s0FBBfevgl94FXeOHiw4OxRFCV8FG+BnIeaxQXFY489xmOPPZZlvE2bNvzyyy9Bz3ErVwA8+uijPProo0e3x7ttnRwOHDgAQFRUFP8LqB/0cTbZM+45Lr7xvfHx8UerXbgkJSVRq1ato8l3gbRr1y7Lexk0aBCDBg06ul2rVi0SEhKynBsbG0uvXr2yjOdmk6Ioeeerr2D4cAlvePppuPFGGDLEq9rwzDPw2Wf+52zaJK2aGzUSD2iDBl5IAIj4O3Ik67WSkmQZESFVL0BqCjuFesLGp59mtaFiRRHt//0vBCnUky/cUm8XX+yVbcuu/XSgTVD8BPK4cTBtGjz5pP/3QFGUnAkpxMIYc74xZrUxZp0x5uEg+080xvzPGPO7MWa+MUZLpYeRBg0a8PXXX4fbDEVR8smLL0pM6xtvwE03SQvknj1h40aJt126VJLnrrvO/7wWLbyEsiuukKoPLuXKBRd8+/dLibTMTC85zk1ACydXXulvP3je4wce8K9dXJDEx3vroSTeueEg//4rNzPHUk6voNi/XypurFkjtatnzgw9MVNRFCFXgWyMiQTeAnoDzYGrjTEBub68BEy01rYCRgDPFbShiqIopYEjR6QKxbp1UlqsTRsZd0qoAxJL3LWrHHP66RJWsWyZhEhccAHcfHP282cXYrF3r38FqZOOAAAgAElEQVSc77Rp0hCjOJLXNtLHQl7jmV2bHn5Y2lWXKSM3MkXNb79B1aoSAvL33974pk1Fb4uilGRC8SC3B9ZZa9dba1OByUBAri/NATdeYF6Q/SGTXZUHpeSjP1tFCY7vr8Znn0kViiZNZLtPH68z3LnnSmUFkBhhgPPOk2Xr1nDLLRKWccMN2V+rbFn/9sluuMWePSKsVq+GX3+VZL3iSlEI5DvvFA9+qASzqai9thkZUq3EZfNmWcbEiGdbUZTQCSUGuT7ge++ZBHQIOGY5cDnwGnApUNkYU9Na69fF3hhzC3ALQExMTJY41UqVKpGUlETVqlXzXG5NKd5Ya9m3bx8HDx7U+GRF8SElJZInn2xOvXqHueuutYwZEwdIt4srrthEhw6J7NtXhiNH6tCv3ybKls1k5MgazJpVj549t5GauoO8/EqtWdOVNWtg+vSf+OabOowZcwojRqzg339bAIls3iwVa4rjr2njxvH8808ltmz5gV27Cv+GW8IsunLiiQeZP39hbodz3311efllz+2+ZcufzJ+/vfAMDGD79nLAWUe3n3giBShPvXp72LAhkvnzperQgQNlmDq1AQMGJB5bAmZqqpQ6yS99+3qZmGlpsh5s3k6d/Me7dQv+BS0Mu+LipHZgbGzx/KVQCg2Tm1fPGHMl0Mtae5OzPQBob60d6nNMPeBNoDHwIyKWW1hr92U3b3x8vF3k9up0SEtLIykpya8GsHL8EB0dTYMGDYhy//AoSiln6lSvPBjI/+IVK2DQIBgxwqutW5C4vocHH5QkN4BrroFPPpEY56JuCJIXtmyRwkatWhXdNd2kR5+eSNmSluZfbWPsWPHqu1hbeN0If/1VwmJeeEFitN3c7rg4idNeuBBWrYLOnaVSR0qKtBC/9NJjuNicOfkrOO0yfDjUqyfrmzfL+pAhWY8bO9Z/fNQoaQ1ZFHbNnCnXTkyEgKR7pWRijFlsrY3P7bhQPMhJgO+f6QbAZt8DrLWbgcucC1cCLs9JHGdHVFQUjd2CnYqiKMcx1kqt4Xr1YOBAeO45EccgoqowxDFIObenn/bEMYg4jojwwjWKK3XryqsoycvPIfDe37eixcaNEjv+1VcSJ15QZGbKa/Bg+PNPGfMtfDRjhoSLrFsHkyeLkPY9V1GU4IQSg7wQaGKMaWyMKQv0B/wiq4wxtYwx7lyPAB8UrJmKoigllyVL4OyzvSYSO3dK6+fVq0Wwjhzp1Sq+804466zs58ovw4eLGA4kMzPXUvFKiLhhC74C2b35uf/+gr3WzTeLMHfFMcj3yaVxYy/qYOhQ/3P1YZ6iZE+uAtlamw7cAXwDrAI+tdauNMaMMMZc4hzWFVhtjFkDxADPFpK9iqIoJY6BA+Gnn8R7Z608BXZbN7u1ad0KEueeW7i2REZ6ZdPuuMMbf//9wr1uaWHxYtiwQcSnr0B2vbqrVmX13For4Q7H0oXPN1LRjQq45hoRyW5CpxuNsHeveLFdNNVHUbInpDrI1trZ1tqm1tqTrbXPOmPDrLUznPWp1tomzjE3WWuDlKFXFEUpfezf73kPb75ZPMYugwdDu3ay/tZb0hvJbQJSmLgVKnxTUAYPLvzrlgbatoX69eWGZ7tPft7Ond76+vX+58yfD5df7lUryQvp6d76jBmwdq2I4EcegauuknGn4SsAkyZ565ruoyjZE5JAVhRFUfLOli3w/POybowkmD3rPF977DF4913Pi9etGyQkFE0JMzcxsFo1yTv6/vvCv2Zpo1UrrxQf+AvkwG577g3UunU5z7lnj+SnXXaZ1MoG2Odk+9StKzWxTzkl63lly0qi3q23SviO21gmJSX096MopQ0VyIqiKIXAvffKI+/nnpNH3pmZXmxx+/bSJjpYLHBR0L69iPHHHpPwj8IO6yiN1KvnX2/adz0lRcTqa6/J9m+/yTJYC3Bfnn9evlfTpkmN5sxMqW98771SBCKn79Py5TBmjKy/8IJnh6IowQmlioWiKIqSBxYvFk8fQK1a8Oqrsn733TB3bvBKVkXNmWeG24Ljm/Ll4dAhWU9Lg9df9/alpEjlMpAkOjdGeF8utZ/c5L/bb4fRo6UUIHhNZXLCN97Y7RJ4662SLFqnjoT+uO2yFUVRgawoilJgWCviePp02f71V2kV7dbGvfBCedReo0b4bFSKhgoVRAhb619hAjzhDNIpMdi4LxkZErdsrXyX4uJk/KmnZNm5c95sq1pVrjt9ulfat0OH4t09UVGKGg2xUBRFKSA+/VSS7p55RrZbtvRvHAFQs6ZWDygNVKgggvf11+UmCeASp+7T1q1Zjz/33KyxyS5vvQXNm0vTkuhoudHypXLlvNkWEQFffuk/FijiFaW0owJZURSlgFjo0424e3fvUbZS+qhQQTy/7s0SeLG/a9dmPb5tWxHUwZrbTpok1SpWrhSB3KiRfzfBvArkYHyg3QsUxQ8VyIqiKPlkyxZ46CFpCBIbKyLnu+/CbZUSTtybI7d6RVSUF+P7ySeyXLoUzj9f1mvWlKS7wES9pCSJEwZpLBMdLetVqnjHVKqUf3v//luqrCiKIqhAVhRFySc33SStm+fN8xp+KKWbwIS3E0/0hOymTeL1Pe00qV188KB3/IUXelUtrIVx47w5UlKyCuSyZbOG8YRKrVqydJP/du8+tnkU5XhEBbKiKMWeTZukA1lxa2xgrVQe+OMPbywwPlQpnbitw1369vW/efrvf6FcOc+zXLOmjH//PVxwgayPGQPDhskx7rmuZ9rtwJifdtEJCfKaMUO29+499rkU5XhDq1goilLs6dpVsvjPOgt+/rl4JLklJ4sYXrBAtp9/XmoKx8SE1y6leOAm5gE0aCDfD2OkpBpIiTVfrrgC/vpLGsk0aybVUGbNkn1lykjc8Z49ngd5+HCJcfaNRc4rp5wir59/lu3p0yUOWutiK4oKZEVRijmpqV5r3oQEOHCgYJKS8sOff0KLFv5j/ft74kdRGjeWiiYLF0r7cDeMISkp+PHR0ZLQN2mSCNb4eP99bgm400+XZZkyMHJkwdharZosn3tOXsESBRWltKEhFoqihJW9e6UTmBv/mJoq3rGJE8WjdeqpMn7OObLcsiU8dv78s9SKvfBCryNZ+/aybN1aYkwVxZfbb5flkiXeWGSkJ5aDEezmLzoaLr5Y1t3mIAVJ06bS7VFRFA8VyIqiFBljxojQHTpUPMGZmTB1qnSde/xxOeall0QEDBwocZuJiTLuCoRgNWQLmwMHpBnDb7/B7NnyKLxtW2kEsmUL/PBD0dukFH/69ZOlK5RDIZhALldOSsTt3QsnnFAwtvkSFQUffyxCuV69vJ37+9ryfJNQJfcDFaWEoQJZUZQiYfNmEcY//ghvvilCIDISHn1U9icny3LhQsnu96VPH+jVS9aLyoP8xhvymPvnn73W0G588dy50LChrNepI53JFCWQ8uXlJvCWW0I/xw138KVcOQmpKOzvWadO0kQkVNLTofXVzTl/aBN27PEiNt/7siY/L6tYCBYqStGhMciKouTKH39IDGSHDqEdv2sXbN8u8ZY9esjY//4nSUV16/qLXLf26kcfScjCnj1SAeCVV2SOAQMkuWnXLjnu8cclaa8wk+EOHYI775R1t43vkCFw5ZXSAAT8Y0QVJTvymlDauHHWsaKqjOJ2/wuVL+Z5ZTlq92hNys9LKBNpufmZWADsosUFbKGiFB3qQVYUJUfWrpVM+TPPFI9RTvz8s8QO16olrXF79oR335V969aJWFiyBKZNk9rBIBnzDz0k63feKeEK1atLA4Xrr/cERo0a3jyu19nlhx+yb9N7LCxa5NkGUoXgrbfEw2aMXP+xxwrueori0rRp1jG3A19hkxeBbC3c92oDv7EOg5oRdeYZhWCZohQ9KpAVRcmWw4c9jylIstAll4gYvesuqeSwYYO3/6qrJHbYl1tuEVG7bJmEI9SpI7HFo0eLh/j776UElhuvCVmbLIAI008/lXXfa86fLx7lghQRq1fL8oMPZH3jRgkHiY6WR+bPPls8Ss0pxx/BntKUKaJnvRUqyO/84MGwfHnW/Zs2ye/+69NPZNI31Una5t+h5Pe1QX5xFaWEoiEWiqJky9q1Ig5fekmE7OzZMHMmfPEFvP66HNO2rYQ/WAtpad65l1ziNSBo0kSWbiwvSGKQb8LRqFFw3XXiYXbb7wZy5ZVw0UXw77/ize7d22uU4NZyDcacOSJqv/3Wa7TgkpgIEyZIbHTVqjB2rMxvjHiOi0qcKAr4108uatzmJuPGSYts9/cXpLpMo0by+zdrln+SwBsPbOThN+tzMMW/PMcrH9Xm3uu2F7bZilIoqAdZURTWr4f3389a//Tjj2V59tnw1VfeeEKCt56ZKcu//pJ44rfflrEpUyS84rbbvGPd8mjBqFtX/vkOG+aVTwtGjRpSEm7FCkmW+/prGff1Kvvy118ipH/6SUJFPvxQ/tm7jB8PTz4pNwDTpskj7qVLpbOZimOlqPHtjBd4M1fY9O3rJciedBLcfbf3e7VsmSzd5iW+3NFvB+fFJ/uNNapzhPtebcgf66IL0WJFKTxUICtKKSIjQ5oLfPqpPCrNyJDx+++XmOBx4+Cyy+Cbb2R8zhxZxsXJcvp0WY4ZI+Jx6FA4cgR+/x3uu0/2xceL9zU6WuZ89VUZv+SSgglLqFFD/mm7wtjl77+l7XMgN9zgra9bJ3HNY8fK9j//wFNPefv79ZNSWjNmZG0VrChFxQcfwH/+IyUNi7Lud7160gSndm152vLaa3DzzbJv8+acz921z/9ucsKTiQC8MKEO8xdVKgRrFaVwCUkgG2PON8asNsasM8Y8HGR/I2PMPGPMUmPM78aYCwreVEVR8stHH0lyWb9+Ek5Qpgw8/DDMmyf7b7xRvKg33CDicfly+O9/vZjg6l7SOunpcMYZkJIijTJcwRrYMKNsWfFMu+I6v7h1YgMT9UC6kAXiVgX473+9sf37pbbx5597Y8uW+Tdh8I2JVpSi5IYbpBRilSrh6c64fTusWiXr6eny+zJ+fM7n3Hq5lKPp0jaZDnEHqFtL4q0+/rom5956aiFaqyiFQ64C2RgTCbwF9AaaA1cbY5oHHPY48Km19nSgPzC6oA1VFCX/zJzprbveY7cBQc+e3r4tW+QRK3gNOkBiiU84QWJzFy+Gyy+HU07x9g8aJKEJhcm112YdO+ssWd52m8RMT53q7UtJgZYtxcP9669QqZJ4wypXhgcekGMmTBCR37SplKZLT5dQD0UpjfiGOEVFwSOPZH+Dm/zjUgAGXLibzIWL+eGdNfwyfjUVojOzHLt9dxm279a4JaVkEIoHuT2wzlq73lqbCkwG+gQcYwG3lU5VIJeHMYqiFDV//y1Jdu4jU5Baw1WrShLeV19JubT16/1jb0/1cf7UqSPepU2bJDmvUiWYPFn2vf66hGgUdnWHU08Vj/QVV4g3/K+/JC6ySxfZ37q1JPMNGQIvvwxffimeuIgI+cffpInnHQMR+ddf723Xr59zK2BFOd7xzTH49lv5mxCsgQlApQqeEPb93a9Y3l8gf/hVDWJ6tiamZ+uCNFVRCg1jA7NyAg8w5grgfGvtTc72AKCDtfYOn2PqAt8C1YGKQHdrbZYK4caYW4BbAGJiYs6Y7P5nVZRSws6dZUlOLsOhQ2Vo0WJ/kV770Ufj+P33anzwwUK++KI+U6Y04osvfqZq1bQs3bO2bStH//5n0abNHkaNClLvKYCkpPLUr58S1tJnqakR9OnTicOHs6rbhg0PMXHibwAMG9aCpUurceCAZEMNGfI3/ftvKlJbFaW4888/FRg8WFzJDRseomHDQ3TtuoORI/0rWMz7anbQ81NTI+h1afByNEfP2bzZy0pMS8ta2sZlxw7/8W3bgndU2b+/YDJrfe3at0+ufeQIxMbmf24l7Jx77rmLrbW5tnoKRSBfCfQKEMjtrbVDfY6515nrZWPMWcD7QJy1NuszFof4+Hi7yK3GryilgClToH9/bzszU2qOZpepnpQksYht24qntEqV4MeFwpEjcv5//iNe48xMmb9Ro+zPmTVLQhcKO2SiILn0UvEYB9KwoYRegIRavPKKt2/uXOjWrWjsU5SShO8N7003SVUad2z99D9ITTOcGnsk6LnWQkS74E1DjnbYGz5cMgNBRGm9ev61IF3GjvUfHzVKEioCmTMnuMDOK752zZwp105MzD0QWykRGGNCEsihhFgkAQ19thuQNYTiRuBTAGttAhAN1ArNVEU5vvn9dym8PzogMv/55yX5LVh5NZBQgLlzJbmsatWsVRtCZd48uPVWKW12+ukyFhGRszgGKblWksQx+LfkrV1bsvBBEhFdAp1AZ55Z6GYpSolkwQJv3U2OdWkYk5qtOIacQ60OH9EuO0rxJxSBvBBoYoxpbIwpiyThzQg4ZiPQDcAYcxoikHcUpKGKUhJZvVpiYseNk0YUvrhVGG66KWuTiz//FO+yLzfeKEI6KUnqE+/dm/v1rZX4WtfxEeyp5PFEq1be+rZt0ro6JQVuv90bv+giaRkdFydPZCtWLHo7FaUk0LGjl6zrCuQnn4SY6kdCimSY8tz6oOPb92iinlL8yVUgW2vTgTuAb4BVSLWKlcaYEcaYS5zD7gNuNsYsByYBg2xusRuKUsDMny8d2NatC7clwuLF0KyZ/9iUKcHrmq5fL2F2IKL2pZdkffRoL2FsyxZ53XGHdJzr0SN3G+bMEUFdqxa0ayc1io9nGjTIOhYd0KegcWNpGvLHH1m9YoqieERESMIreF0yhw+HrZ/MC+n8q3rsIapM1kjLrTujghytKMWLkOogW2tnW2ubWmtPttY+64wNs9bOcNb/tNZ2sta2tta2sdZ+W5hGK0ogR47AeedJg4tgoWmFxdat8MsvUhYs0J5rrvG227eXuN+rrpJKEE8+KcLNfYQ5cCDExEib5csuE49z375StmzFCgnDAKnYsFSqKrF4sVwnGNbKPBc4Fck/+gh++y2rWDzeqFNHys69+264LVGU4wP3pnPPnmM7f+aov6l3Qqrf2LbdKpCV4o920lPCyurVIiSnTcvbeZmZXrvg9eth5UovjnfFioK1MSeuvVYS2U45BQ4d8sZfew3WrJGyal9+KZ5c35i84cPl+M6dJXTi5JPF/iuv9JLMnnhCls2aifgHSSbbuFHq9VrrJZ4Fsm6d95med55XAu14JyIC1q6VsBVFUfKPm6tWtuyxnd/rrP188eLffmNvfXYC//tNH98oxRsNBFKKnMREebR95pleOMTUqRIKEEp73z17pG3xmjUy18kn++///HN45x2pABFViI6K7du9uOING2DhQjjnHPEmv/WWhED07p39+a5gfu89b3u9E7J3+eVSvcKloU+a7Jgx8k+rTx/xYDdpknVud86FC4//sApFUQqPvn2lnnh+bjprVfN/xPZNQlW+SaiKvTCbExSlGKAeZKVISUyUGNBGjfxjhdPT4Y03cj73tddgwACoUUNiSLdv94QgyJxuXO6QIcHLfeWHw4ehQwd49VUJc3j6abH7q69k/6xZUnXi9NPFs9uuXd7m921z7HqPXSIjpRpFUpJUpHDbOW/f7n+ctbBrl9dW+XhPylMUpXCJiIB7781fmclAgawoJQEVyEqR4pY6O3RIRN8ff0h4xDnnSPywy6ZN8P33/uc+/bQXX+x6V++8U5ZnninxvJMmecevWVMwNmdmSmJc+fISx3vPPXL9N98U70rPnvJeXnpJBLob4lG/ft6u8/jjEoqRmiqVLwLp2tWb0y31OXGit3/uXIk7ruUUWGzbVm4mFEVRwkmVitm2RFCUYouGWCiFznvvSS3gTp3E++rSpImU2gIpJTRnjojlSpW8WrUZGeLBmDtXPKMuI0fCZ595yWvTpkmCFsDy5RLbO3IkPPigf5jFunXw668SOxwKgc09fImPhw8/lMZNJ57ohUe4dOwY2jVcjIFevUI71g1FmTFDvOm7dolY92Vxll6WiqIoRU84O2wqyrGiHmSlwLAWEhIk8W7fPhnLzISbb5bwif79pVTQjBkwebI0KHJp0EAaKcXF+Tdy2OR0AH7kEVkOHSphFueeK15dl5gYb71VK/GcHjok1/YtONi+vZRIi4kRoZwTmZn+4vjCC8VDnJYm1SZ++03EPEC/ft5xs2fDP/9AmzY5z58fypSRx54AZ5+dVRwriqIUJ4KVe1OU4owKZKXAWLBAvKbNmokAvfFG6RQH3qN+Y6RRQ79+UvnBpVOn4HOuWePF1XbrJnHIEydKRrUbhtCiRVYPxfTpEmIwYYJ4UseOFW+yW6po+3ZJPAnGvn3iaU5MlO0HH5SmHDNnwrffijg9/XT/a44cKYLaWknMC+zWVhi8/LIk7CmKohR3Bl4kjwAvO1f+CJeJ1FYJSvFGBbJSYKxc6a0fOQIffODV6XVLBb36avDHbT17ipB1PcZul6aVK6V28D//SAk033ONEeGckJB1vtatpdscSLLerbfCiy/6H+Pa5MtDD0G1ahL+4YZMnH++tHrO7TFhOB4jZheS0a1b0dqhKIoSCr3O2s9DA7cSEaECWSneaAyyUmCsXeu/XbashFJcdpmUPVu5UkIessNNvJs7V7zQcXGSEOdy/fVZz8kpCc2t9PDss95Ys2ZSgaJ5c9i50//45GSv+gOItxqylpErTjRuDJ98ImJ//XoJPalRA8qVC7dliqIoHtaKB8EYqFg+g9S0CNIzI1SEKMUW/W4q+Wb9eqlC4dYxXrIE7r8fRo2SxLmUFOngFmqzCtf72bGjxPOChDaUL583u8qXlyS6efPEmx0VJVUzypQRQbl5sxyXliYhF26rZ5dZs8Sb7FuDuDhy9dWyPOec8NqhKIqSHW4uiDGWitESj3zSvPfYOODxMFqlKNmjIRY58MMPsG0bLFvmjWVkSPLXv/+Gz67ixuefizgG8RbXry/l1tyqEsfa3vjttyU2+ZVXvPrGeeW666SKxpNPSiUNN3TDFciTJomnu0ED6N5d9vmWm+vZUzOwFUVR8stRgQxULC8CedPh2uxPPcZ/EIpSyKhAdpg4UQTd4cOynZ4udWfr1JGErPnzZbxXL6hYUQRV4CN6X1JT/asnHM8kJUkR+YyM3Jt95IWGDaWEmW+YxbFgjLR2btbMG6tXT+y+5hpvbNcuCePo0cNLssspJERRFEUJjTanHgLg5AZHjgpkgD1HKoTLJEXJERXISNmxgQPFW+xWLnA9oi7Tp0t3tP/9zxvLTgympEj87JAh4m0+3oXyjh3SuCIiwvPQFnfq1YODB7OOv/++COpPPoHbboPzzit62xRFUY43hvbbwZKP/qRr/AE/gXw4IyqHsxQlfJR6gbxrF/Tp421v2gRbtsAFF3hj9etLOS036euyyyTe062SEMjo0ZKw9u674m1+/nkZ/+sv2L07dNsyMiS8YMMGb2zgQHjhBak1nJe58sOqVRJGkR2uQC5JBKtgAZ7AP+ss+TlGlPrfEEVRlPxjDJzeLAWQJD0XFchKcaVU//v/4w+vLa/LqlUSt7pqlWwvWSItj91ubC+/LGKxd2/4+2+pjxvI5Mn+2zNnwuuvw2mnQc2a/lUVcmLKFLjvPgnxAKkJPHEiPPywhAtcemno7/VYsVYqPlxxhQj2YPz7L9StW/i2FCRdu/rHNX/+ufyMFEVRlMLFTdIDSElXgawUT0rIA/GCZeVK+OgjqVAAUvv2P/+BRo3grru845Ys8cTppk1SSeHKK2XbrWywdas3D4ig/Osvme/ss6UDXEKCf63exx+Hxx7L3U43nGPPnuCJYsHq/+YHa+WVnAyRkdIlzu3WBhJi0rix//GzZ0tYSqgtkosLDRrIz/OJJ6S73sUXh9siRVGU0kGFaA2xUIo/pdKD3KWLhD08/LAIpeeeC17KyxXHICL4qqs8oeq2Nt62TUIy3DjjV1+FAwfgjDOkW1z79v5ztmwp18yNVaukNFkglStLiAWI9zs9Pfe5QmHzZqkYERnpNcpIS5NawJGRcsz48dItzmXCBOmKl5IC7doVjB1FzdNPqzhWFEUpSnxjkFMyyobREqUoSUmBQYNEX9x8c/HPzyp1Avn33/1jd2vX9kRvQoJ0bLvjDqmfmxOuQB48WOJZR4yQ7YkTZXnRRbJ8+WX/ZL4uXcTr/NlnkgQWyKpVEs7QvLlsv/662FKrllTN2LVLWh9Pny7C/IknRMgeK9u3S6x0/fr+HumtWyW22FoYNkzGRoyQGwCXCROkzfPu3f7VIBRFURQlO/yS9NJL5YPsUsmUKaIb1q2T8qvbt4fbopwpdQJ5/HhZ9u8vXcfefdfbd+aZUt7rjTckDjknXIHstiP+5BMJQVi2TDy8btJa/foiuF0vbLt24vW96iqp8xv4BXn3Xf+EuK5dxZYdOyR+2Y2FvvhieT3/vHi6H3tMKmbkheRkeR+33CLbvXuL59tlwQJZxsV5Iv+776TqR3q6eJ1btIDq1fN2XUVRFKX0olUsShc//CB6Ydw48R7PnCnjrn4qrpQqgZyZCVOnind30iRJvnPbG+eVmjWzzj14sKwHS57bsEFe8fH+4ytWeOvWyt1Vr17yxXnxRRGnwTDGE/crV8LIkXLurFn+82X3CGP/fomxdrnxRvFqL1rkhXD07y/L1q1F5PfrB3PmSNWPr7+WL3xJS85TFEVRwotvFYt9qXlskaoUO2bPltCJlSvlCfgvv0gn3fR0WL5cHH3168OPP8pxp5wizrlgRQ6KEyE92zDGnA+8BkQC71lrnw/YPwo419msANS21lajmLFihSTbPfNM/ucKLP+VmCiPDUDukAKpX1+WGRlQtao0IFm92mt3DFKXd/duabXcuLG0a86JmBiJo/7+e/mi3X67jP/f/4mo7d5dQki+/NL/vKQk/5jrhATxnrtccIEkLoJ4lU8+WdZ9Wz1fcoksszwEVZoAACAASURBVCuXpiiKoijBiPJRHpsPFTupoOQBa0UUp6SIkw68p+D33Qennup//PXXSx7W1q1Fa+exkKsH2RgTCbwF9AaaA1cbY5r7HmOtvcda28Za2wZ4A/iiMIzNL61aiRf3sssKZr6FCyU8oXdvL1nuuedyPicyUgTsd9/J9u+/yzzghVvkpabwc8/Br7/6v6e//5YvYUKCxCrv2uXtW7QIBgzwn8M3rALEa/3HH2LHkCHeuOtR9kU9yIqiKEpemfPGWgD+PagCuThz8KA4F7//Puu+jAyp2JWSEvxct6pX69aybUxoRQqKC6F4kNsD66y16wGMMZOBPsCf2Rx/NTC8YMwreBo1Kri54uPllZ7uxQafdFLu57kJeA0bShjFiy+KJ3it/L04Gt+cFx54QNpbv/KKJ4BPPx2WLpWY4RtukJsDt9pE5coSB33uuZ7tvsTFSYUO3/JyvXpJKMmaNV7bZhXIiqIoSl7pddZ+4quu4V/1IBdrWrXyYoW/+06eTLs8+aQ0UcuNe++VJmfXXlsoJhYaoQjk+sAmn+0koEOwA40xJwKNgSD3GmCMuQW4BSAmJob58+fnxdZizYABsXz4YSw7dixh/vz9IZ3TseNJTJkiit3ttter11aMWcP8+Zk5nBmcCy6AV17penT7vvt+4brrziQhYT2NG2/kq6/qAKJsX3hhMaedlgxAXn8M1sL999dl06byZGYmHpOtiqIoSgklNVU8KPmkXOOarNl5AvM7dZJyTFFRweft1Ml/vFu34P+4Csgu+vb1PEdxcfI4NTY27/8sSzjWwvr1XY9u9+gB8+bNP7r9+edtgSoAnHjiQTZsqMh5523j++9jGD16MdOm1ee77+pQv/58Ro2qRvPm+0uUXjA2l0J0xpgrgV7W2puc7QFAe2vt0CDHPgQ0CLYvkPj4eLto0aJjs7qYsno1NG0avKlHMNavl2D1Cy6Ar76SscOHoVy5Y7fhlVck7icqSv5WVKokYSCvvCIl5+6/X+KwS9JjDkVRFKUYMWdO3mIBs+E/l29h0tZz2X39PZKQU6+ef1yfy9ix/uOjRkm3r0Kyi+HDvQSbmTPl2omJXhmsUkJyMlSp4j/mSsaMDHkSnZIi+U/PPy89ICpXlifNVarI0/XUVKhQoehtzwljzGJrbXxux4XiQU4CfNtoNAA2Z3Nsf+A/Icx5XBIYjJ4bJ50kX6QjR0TA3n57/sQxwNChUnbNLb0WEwOjR0v9wZgYSRZ0EwYVRVEUJVzUj97FniMVSUmPQmtZFD/cSlfvvQc33STrO3dKX4bVq73EvOuvl32VK/ufX6aMvEoqoZR5Wwg0McY0NsaURUTwjMCDjDGnAtWBAm6AfPxTrpy0pK5aNf9zRUVJvHHfvrJdu7YI8M2bJR751ltD93AriqIoSmFRP1oyyDVRL3xkZoqX95lnpMKVy+bNUp4NRJssXSrrU6bI0t327Th8vJGrtrfWphtj7gC+Qcq8fWCtXWmMGQEssta6YvlqYLLNLWZDKVJq1/bfDlajWVEURVGKmqMC+VB1TgmzLaWVk06SBH6QilgzZogTbfJkGbviCgkDrVAB2rSRngjNmsG330rpVzdh/3gkJOe3tXY2MDtgbFjA9pMFZ5ZSUDRu7L/dvHnw4xRFURSlKGng60EuZnGqpQVXHIM0GqtWTToCJyRIXuJnn3n7r79e9nXvLv0RLrggeBWs44VS1UmvNDJihDwKmT9ffhE0vEJRFEUpDmiIRfipXBnuusvrh7B/v+RE/fijfwMxgBYtvPVdu47/RmElOHxaCYUqVeSxiKIoiqIUJypFSoeJA+n5zE5XjomkJKlUUa+eNPNYvFjGP/9cGpcFhmTWrOmt793rv308oh5kRVEURVGKHGOgXGQaRzLUV1fUbN0qzcqioiTOuEYNb9+WLbIMjC/2PQYKpqJecUYFsqIoiqIoYaFsRDqpKpCLnFdfleVzz0mi3tCh0o8lLs47JrAkbK1a/uvHe9K/CmRFURRFUcJC2YgMjmSqQC4KkpO99b//lhCJ++6T7UaN4KefvET+2NisHuPKlaVtNEj947p1C93ksKICWVEURVGUsFAuMk09yIXMX39B//6SkzR3roytWiUe40DKlpXlxRcHT+p//HER0hdcUHj2FhdUICuKoiiKEhbKRmRoDHIhcuSIJOq7DT7uuQfWrZNOeL5VKVxOO02W3bsHn6969eDC+nhEBbKiKIqiKGGhXGQ6qRpiUWjs2CEi+dJLJSxixQpo0kQaf9x2W9bjH3wQZs8WD3JpRwWyoiiKoihhoWxkunqQC5glS+C33+Cii2DlShkbMMCrdQzw5JNSxSKQMmWgd2/tmQBaB1lRFEVRlDBRNkI8yBk2gsgg+2ctqErTvbVpWuSWlUx+/BHOOcfb3rlTliecIOERLm3bFq1dJRH1ICuKoiiKEhbKRaazPzWaMrNn8PSSC7Psv/ieUzj1s2fCYFnJIzPTXxyDhFSAVKnwFciNGhWdXSUVFciKoiiKooSFshEZbE2pAsCwxX3CbE3JJiEh69jBg1CpkoRTlC/vjatAzh0VyIqiKIqihIVa0QdYnxy8JVtGRhEbU8KZPBkiImDECGjc2Btv3tyLKb71Vin5FhksnkXxQwWyoiiKoihh4eQq28m0nhS55rHG/Lk+GoCUIypRQmXZMhg9WqpPPPEErF8Pr78u+3zLuY0ZA5MmhcfGkoZ++xRFURRFCQu1o5P9tid9U4MhI+X5/6HDKlFC4bnn4PTTJQZ58GBvvHVrWbrd8ZS8od8+RVEURVHCQlRE1jiKyhUyARXIobBrl3S3c2nTxlvv0AFuvBEuv7zo7Toe0DJviqIoiqKEhbKRQQRyxQys5agnWcmezZvFczxqlMQf+9Y2LlcO3nsvfLaVdFQgK4qiKIoSFrLzIO/aF8m3v1QNg0Uliz17ZNmyJXTrFl5bjjf0+YWiKIqiKGEhmEBOz4Cdez3/XYvq/xalSSWKrVtl6VvjWCkYQhLIxpjzjTGrjTHrjDEPZ3PMVcaYP40xK40xnxSsmYqiKIqiHG8EE8jJByOPCuTaNdI4nBFV1GaVGJ54QpYnBK+Up+SDXAWyMSYSeAvoDTQHrjbGNA84pgnwCNDJWtsCuLsQbFUURVEU5TgimEA+kmaOCuQGtVNLhUBOTYWff5b1n3+GceNyP+eff2DNGujY0T/2WCkYQolBbg+ss9auBzDGTAb6AH/6HHMz8Ja1dg+AtXZ7QRuqKIqiKMrxRTCBnJoWwbgZtQCof0IaGxOP/3Sp66+HKVP8x664AipXDn68tdCnjyTmffpp4dtXGgnlW1cf2OSznQR0CDimKYAx5mcgEnjSWjsncCJjzC3ALQAxMTHMnz//GExWFEVRFCVspKbCtm35n6dvX/5adSJ86z+87WAav/9aEwBTeR8Hqcd83+t16wbB9EM2dh0+HMEPP9el53n/Hu0ol5tdRDle67g4iV+IjQ1+zQJiypSuWcY++GAprVvvC3p8UlJ5/vijAy1a7GPt2qWsXVtoppVaQhHIwb5ONsg8TYCuQANggTEmzlq71+8ka98B3gGIj4+3Xbt2zau9iqIoiqKEkzlzCibodfRoMux5QI+jQ7VrpFHBlDu63axWOWYcjqLCjsa0jzskg598Ah99FJJd0+dXpe/9pwBweZuyxDc/FJJd1Ksn6zNnwpAhkJgI48fn4c1l5fBh8RIPGCCeXxffltpNm0ppti5dICPjdFyZdOSItIcu46i2L76Q5fjxVYmP75ovu5TghJKklwT4Rrc0ADYHOWa6tTbNWvsPsBoRzIqiKIqiKEEJDLGoXjmDI6meNNm1TxRhh0GnHdP83/5a5eh6Wnoo7uPC4403YNAgmDjRf3zNGlmeey788AOcfbbEFC9aJOPp6aL7q1SRmscgDUIA6tQpEtNLJaEI5IVAE2NMY2NMWaA/MCPgmC+BcwGMMbWQkIv1BWmooiiKoijHF1kEcpV0jqQZqldJ546rtnMk1RO1W3fmPRZ5l0+5uORD4a1s+9prsvzlF//xpUu9/a7gbdMGJk2SBLzTToPkZEhJga+/lv37nMiLKlVQColcvy3W2nTgDuAb+H/27js8qjJ74Pj3TkvvPQQIoYXee0cUsAN21MWu6OpPXex117Y2rFjQFRtipyhduvQOgRAChDTSe512f3/cZDJDAgRISIDzeR6emblz24SUc88973nZD/ykqmqcoij/VhTl6qrVlgC5iqLsA1YC01RVzW2skxZCCCHE+e/4ANnfx4bZomC1KRgNKhVO2eSlG08eDdps8OGcEMoraoLqlEwTIQEWAIpK9A145qcvraqd8/79rsvj47WSi9jYmmUxMdrjhg2QmFizvKJCeywqAkUBb+/GO9+LXb0up1RVXaiqagdVVduqqvpq1bIXVFWdX/VcVVX1MVVVO6uq2k1V1TmNedJCCCGEOP+ZdFaX125GlcQUd0rLdRj0KmZLTbD7j5fakJlbO4u8cCF07w7zNobx8NuteOKDKMd7qVlGOrfRosonPoyqte254jx28O+/4fPPYehQmDsX/vMfrXTC6NTNrm1b1+2nTtUei4u1x8JCrcOFTqZ7azTypRVCCCFEk4jwrOnS0NIrj3mr/QGw2xUMBpUWoWaX9dOza/dEvu022LMH8oq19zbHeQFaRjk920TPjtrAvCNpbrW2PVcefLDmuc2mjfv7+2+YMKHu9adOhXffrXldnVEuKtIes7Nl9rzGJgGyEEIIIZpEsHsJAAbFSvItrhP1Gg0qb/9fKnNGf+5YZrVpGWW7HX79VRvAVlDVL+ue97sCkF+slVJk5hmx2hQ6tq5g3OBCOrSqaOyPc0L6quqO4+uPT7b+Qw/VvO7QQXt85BH45BPYvBl6927YcxSuJEAWQgghRJNQFFgy/j32DtdSrFOvr5lnzKBX8XRXubHtVsey6gD5rbe0iTR+/bWms0O10nIttEnN1DLKLcMsxLSodHTEaArJyVqXis6d634/NLT2MueSi2HDoFcv7fnMmXDokDaATzQeCZCFEEII0WQui9pHR29tBNvTUzIcyw11jKmr7mpR3ZLYVnsiPtKzTRQU60nP0SLMyBAzEUEW8or0FJee+7BHVeHAAW0QXl2D6q66SmvvVpeffoLvvwd/f9i+HcaNq+l6IQFy47rw528UQgghxHnBx6sm4jXoj5+TDMoqtAA3J0d7nZRU934W/e1LeaW2bpCfjX5dylBVhS37vBjdr7hBz/lUsrMhPx86dsRlJr+XX4Zjx7T2biZT3dtef73ray+vmudSYtG4JIMshBBCiGbBy72mXsJoOHGAXN29oTqberwlG305mqFFnUF+VgZ0LUVRVNbv8nJZb9VW71olGg1t+XLtsWNH7XHbNnjnHXj+ea2e+ETBcV2uvLLmubt7w52jqE0CZCGEEEI0CwYDGA1axFpXBjmvSLvxXV1a8csv2qNzR4crhxXw9R/B/HumNl20l4cdfx8bOh08/2kLyqr6JP+x1o9R93fko59COJRq4qXPIti4xzWAPhN2O3z0EZRo4w955BHtcdAg7bF3b3jsMddscn1NmaJlpKu7WYjGIwGyEEIIIZqN9q0qgboD5F0HPYCa4LPaihVwzSCt2fDArqWO5VcOK3AEosN7aaUVaVlayja5KsO877AHj73bkpdnRvLe7DpGy52mefPgn/+Ee++Frl21cpABA8DP76x3DUBwsNYDWTQuCZCFEEII0WxUt2Mz1FFiMePnUPYXRlJZ6bo8JAR+f34HJWt3OGqMl32cwILphxzrPHKT1iGjesppvU7bv80OWflaZtp55r7TpapaoP7oo9rrRYsgLk57PmbMGe9WNBEZpCeEEEKIZqNDVQY5I6f2pCAAg5a8WGuZt7dWsuDlYWdQ91JK1u7Ay8O1uNjHS3tdPeV0dWbZblfIryrdKKvQwRlO3/zTT3DTTTWvq/sza8c4s32KpiMZZCGEEEI0G9UZ5NSsmtFrXduWO54XWrQ6Yb1TG7jj26cdHxwD+FZ1yBh1vzZarrrLhV2tmVykvPIMCoOrpKXVvfyVV1wn/RDnB8kgCyGEEKLZmDw+jw17vHn2zmOOZTtn78NmV3Ab1BudYseu6oiO1ibMANdg+UR8PGtayKVnG8kv0jayWhXH8+qg+XSoKkyfDnv31v3+s8+e9i5FMyABshBCCCGaDXc3lS+eP+qyTK8HvV4lyM9KbqEBg6Gmc8UDD9Rvv63CzY7nLcZ3dzz/blGQ4/mRdDdsbXTUI952SEiAxx/XnhuNYLHUvDdp0mnsSDQrUmIhhBBCiPOCm0krnQgNremFPHZs/bb1cFfZ9t2+k66TV2jgw6QrT7pOtdRUmDAB1q+vWWaxaP+uuUZ7feut9Ts30fxIBlkIIYQQ5wU3k9Z5ItSpG5uvb/23bxvl2v5iRO9iVm937Zk2L2Mg/8fWU+7rhRdg7tzas/kZDPDBB+DhAZddVv9zE82LZJCFEEIIcV5wr8ogh4U5LTuNGeX8vGsG7706NY0x/bUZNx66IYvlMxIAyKgMqHNbZ1lZ8NVX2vO8vNrvt2oFP/wAnp71PzfRvEgGWQghhBDnBTejlkEOC4Pi4rPb1zUjCujStoInp2Rg0Gtt356+4xhvzYrAYtdj1NlOuO2WLTXPMzJq1x6L859kkIUQQghxXnCuQf7mG222un79zmxf1a3gjIaansidoiuwqgYSC0NOuq3NKXY2m7WJSm68EebMObNzEc2PZJCFEEIIcV4wW7S8XlgYtG0Ln312+vsI8LWSX2RwlGs46xyj9WDeVxBJp4CME+4jN9f1dXi4BMcXGskgCyGEEOK8UFg1C55zDfLpWvlpAvdNzCY00FrrvdhoLUDenx9+0n1kZ2uP1YMF27Q58/MRzVO9AmRFUcYpinJAUZRERVGequP9KYqiZCuKsrPq390Nf6pCCCGEuJhVWrRaCD+/M99Hjw7lfPpMsqNNnDMvDzutPTLZXxBxwu3XrYMnn9S6VDz4oLbMuauGuDCcssRCURQ98DFwKZAKbFEUZb6qqsc3E/xRVVWZTFEIIYQQjULVxujh4dF4x+jkncKytE7aQL063h82THv09ITAQO252VzHiuK8Vp8Mcn8gUVXVw6qqmoE5wDWNe1pCCCGEEK6qA+TTae12usaHbCO7wpfNWdF1vl89rXVhIVx+ufb8zjsb73xE06jPIL0WQIrT61RgQB3rTVIUZTiQADyqqmrK8SsoinIvcC9AWFgYq1atOu0TFkIIIUQTMpshM/Ps93PttVp/NNB6pBmNde93yBDH8kpbFwDi4rZhsx3X562BzivkVj94Bn4LGoblaQ+tRUV0NFTFLB4eQygpMWK1QnLyKlau1A4tIc2FpT4BslLHMvW41wuAH1RVrVQU5X7ga2B0rY1U9XPgc4C+ffuqI0eOPL2zFUIIIUTTWrxYCxrP1owZEBmpPU9P157fd1/t9ebOdSw36rT07ZAhfejWrXHOy77uE+42TOCTb/ui/LSLt6cd0KbLmzUL0EorSkq0dSWOuXDVp8QiFWjp9DoKSHdeQVXVXFVVq+dvnAn0aZjTE0IIIYRw1ZglFjpFpbP/McptJt4pe8BR1lGtusSibdvGOwfR9OoTIG8B2iuK0kZRFBNwEzDfeQVFUZyHe14N7G+4UxRCCCGEODc1yABdA9Mcz1OKXFtmFBZCx45SUnGhO2WJhaqqVkVRHgKWAHrgf6qqximK8m9gq6qq84GHFUW5GrACecCURjxnIYQQQlyE7FVze5hMjXucLgE1N8qP5PvTqur5vfdCWRncfjtERTXuOYimVa+Z9FRVXQgsPG7ZC07PnwaebthTE0IIIYSo0SWmgtXbjbi5NfJxAo45nicV+DPCH9LSYOZMbVmHDo17fNH0ZCY9IYQQQpwXfn/7EEtGv4G/f+MexzmDnFXqBcChQ9rrH3+ESZMa9/ii6UmALIQQQojzQoCvjcsi9jb6cVp65TmeVwfIxVVd5aKjQamrv5e4oEiALIQQQgjhRFGg8s4HaKlLI7PUG6gJkH18mvDExDkjAbIQQgghxHFMehut9GmkFPkCEiBfbCRAFkIIIYSoQ4z+KIfzAwAoKtKW+fo24QmJc0YCZCGEEEKIOsToj5JS6IfZpmftWvDy0v6JC1+92rwJIYQQQlxsYgzJqChcumwaRREwbFjNTHriwiYZZCGEEEKIOsTojwKwJjOWpCTw9m7a8xHnjgTIQgghhBB1qA6QAQoKwMOjCU9GnFMSIAshhBBC1CFcl+XyWgLki4cEyEIIIYQQddApKjd13eN4LQHyxUMCZCGEEEKIE3hkwCbHcwmQLx4SIAshhBBCnEC4d4njuXSwuHhIgCyEEEIIcQLR/gW81vtnAAzSHPeiIf/VQgghhBAn8XS3Pxn63vX06NHUZyLOFQmQhRBCCCFOYdiwpj4DcS5JiYUQQgghhBBOJEAWQgghhBDCiQTIQgghhBBCOJEAWQghhBBCCCcSIAshhBBCCOFEAmQhhBBCCCGcKKqqNs2BFSUbONokBxdCCCGEEBej1qqqhpxqpSYLkIUQQgghhGiOpMRCCCGEEEIIJxIgCyGEEEII4UQCZCGEEEIIIZxIgCyEEEIIIYQTCZCFEEIIIYRwIgGyEEIIIYQQTiRAFkIIIYQQwokEyEIIIYQQQjiRAFkIIYQQQggnEiALIYQQQgjhRAJkIYQQQgghnEiALIQQQgghhBMJkIUQQgghhHAiAbIQQgghhBBOJEAWQgghhBDCiQTIQgghhBBCOJEAWQghhBBCCCcSIAshhBBCCOHE0FQHDg4OVqOjo5vq8EIIIYQ4E6WlYLOd/X5yc8Fi0Z4bjeDhAZ6etdcrK3NdXlkJISHn5rysVu3YJhNERp79vkWT27ZtW46qqnV8A7lqsgA5OjqarVu3NtXhhRBCCHEmFi+uO0A9XS++WBN0pqdrz++7r/Z6n33munz6dPjuu3NzXgsWaMdOSoJZs85+36LJKYpytD7rSYmFEEIIIZqF2YfLuG5FblOfhhBNl0EWQgghhKiWpbjxzLYiAFRVRVGUJj4jcTGTDLIQQgghmtwCUwvH8zKb2oRnIoRkkIUQQgjRxCoUPV+6t3W8LrGoeEmEgsViITU1lYqKiqY+lfOOu7s7UVFRGI3GM9pevv2EEEII0aR2e4SSrq/pVDErsYwnu/k04Rk1D6mpqfj4+BAdHS0lJ6dBVVVyc3NJTU2lTZs2Z7QPKbEQQgghRJMq1LsBMDnGA4BP4kt5YXtRU55Ss1BRUUFQUJAEx6dJURSCgoLOKvMuAbIQQgghmlSR3gTA7e1qssjfHCprqtNpViQ4PjNn+3WTAFkIIYQQTWqRr1Z/HOahp7WXvt7b2e0ymK8xjRw5kiVLlrgse++995g6dWqd6yclJdG1a9eT7jMpKYnZs2c7Xm/dupWHH34YgFmzZvHQQw8B8Omnn/LNN984lqenp5/x5zgTEiALIYQQosnkKiaW+0YD4G1Q8DTUL/Nnt6v0eWUZL87b24hnd3G7+eabmTNnjsuyOXPmcPPNN5/xPo8PkPv27csHH3xQa73777+f22+/HZAAWQghhBAXmTKlJmNs0Cl4nSJArkDH7ztS2ZVaQH6Zha831GtiNHEGrrvuOv744w8qKysBLbhNT09n6NChTJs2ja5du9KtWzd+/PHHWtsmJSUxbNgwevfuTe/evVm/fj0ATz31FGvXrqVnz55Mnz6dVatWceWVV9ba/qWXXuLtt9/ml19+YevWrUyePJmePXvy559/MmHCBMd6y5YtY+LEiQ3+2aWLhRBCCCGaTJniGop4GU8eIC/wbM20H3fRMlAb0OduvDhyfS8viGNfesMOXOwc6cuLV3U54ftBQUH079+fxYsXc8011zBnzhxuvPFGfvvtN3bu3MmuXbvIycmhX79+DB8+3GXb0NBQli1bhru7OwcPHuTmm29m69atvPHGG7z99tv88ccfAKxateqk53jdddfx0Ucf8fbbb9O3b19UVeXxxx8nOzubkJAQvvrqK+64446z/loc7+L4rhJCCCFEs1RyfIB8igxyisFbe8wr19Y3Sa6vMTmXWVSXV6xbt46bb74ZvV5PWFgYI0aMYMuWLS7bWSwW7rnnHrp168b111/Pvn37GuR8FEXhtttu47vvvqOgoIANGzYwfvz4Btm3M/muEkIIIUSTqR0gnzx3l6L3ct2+0trg59QcnSzT25iuvfZaHnvsMbZv3055eTm9e/d2DJ47menTpxMWFsauXbuw2+24u7s32DndcccdXHXVVbi7u3P99ddjMDR8OCsZZCGEEEI0mdKqXN2UisMAeOhPnkFONbgGyJVWu3SzaETe3t6MHDmSO++80zE4b/jw4fz444/YbDays7NZs2YN/fv3d9musLCQiIgIdDod3377LTabDQAfHx+Ki4tP6xyO3yYyMpLIyEheeeUVpkyZcnYf8AQkQBZCCCFEkylRtKmA76pIBMDNqcubqqocH/qm6L1r7aPcYmus0xNoZRa7du3ipptuAmDChAl0796dHj16MHr0aN58803Cw8Ndtpk6dSpff/01AwcOJCEhAS8v7cKme/fuGAwGevTowfTp0+t1/ClTpnD//ffTs2dPysu10prJkyfTsmVLOnfu3ICftIaUWAghhBCiyZRWlVh4q1qphJtTBvmuvwtYEXgNa0uttPQyUGlTydR74GnSU2auCYrLzDZc88qiIU2YMAFVrblUURSFt956i7feestlvejoaPbu1drutW/fnt27dzvee/311wEwGo389ddfLtuNHDkS0ALh6ozwSy+95Hh/0qRJTJo0yWWbdevWcc8995zV5zoZySALIYQQoslUB8he1QGyriZAXnFMay/2c5KWNUwvs6EqCq0CtRn3vN20bcvNkkG+mPTp04fdu3dz6623NtoxJEAWQggh+RMTWAAAIABJREFURJMpUQyY7DZMVcUU7nXUIH+bWEaxxU6B2Q5Av+jAqscAQEosLjbbtm1jzZo1uLm5NdoxpMRCCCGEEE2mRDHgZTc7XpuqapD7BxvZnGMBIN+ssiffQvVYvKt6RHJ93yhyS82sPJBNcYXlXJ+2uMBJBlkIIYQQ59TC1Aq+CdTalpUqBrzsNQFudYlFtLeBcS1qMoQWO5RYtQjZ06Sne5Q/XSP90Cmw6kD2OTz7c8u59lfU39l+3SRAFkIIIcQ5NXVDAS9EajOvlSgGvJ0D5KoSi0q7yqeDA5hXuBoAm6pSatGCnura4xAfN4a0C2buzrQLMpB0d3cnNzf3gvxsjUlVVXJzc8+q97KUWAghhBCiSahUZZBtNSUWjgDZpgWF+qra5C8Sylifpa3n5VYTvozpFMaL8+PIMusIO0fnfa5ERUWRmppKdvaFmyFvLO7u7kRFRZ3x9g0aICuKkgQUAzbAqqpq34bcvxBCCCEuHEWKgWM6D1rZ8xzLhoaZiPUz8H9dtH7HRrSBedXBMYCPe034EuGnZQmzzFxwAbLRaKRNmzZNfRoXpcbIII9SVTWnEfYrhBBCiAvIb6ZWHNF7c8THG/J2AOBr1LH4smDHOvo6ygvcjTWziYT5agHytHg7C9uo6JSTz8QnRH1IDbIQQgghzhmL07TQL3t1O+X61RnkE4mN8KFLpC/xpRBXYD3r8xMCGj6DrAJLFUVRgc9UVf3c+U1FUe4F7gUICwtj1apVDXx4IYQQQjQqsxkyM89487zK2hnhd1pnsqrTkDr3m9O3DyTWvB7kU1Erfrg6ykZcOqzNzCXXfJYZ5GuvBaM2/TVdu0JICERHg8QsF5WGDpCHqKqarihKKLBMUZR4VVXXVL9ZFTB/DtC3b1+1empBIYQQQpwnFi/WgsYztDPPDNTUHN9QeZRJfy6EyEi4775a62fOWwwBYwHYclUIAZ98iOHZb13WCU0v4vXNa4nx9mdk2Jl3LgBgxgztXAAWLNDOKSkJZs06u/2K80qDllioqppe9ZgF/A70b8j9CyGEEOL8llnuWjIRbq846fp6pxKLEHc9BmpnoKsH7RVZTl6OIUR9NVgGWVEUL0Cnqmpx1fPLgH831P6FEEIIcf7LqgqQ309ZRnZQBFdXpp50fWMdAfHxfN21kohii/QLFg2jIUsswoDfFW30qAGYrarq4gbcvxBCCCHOc5kVNvQKXFl4CL1X2SnXr6uLxfG8qzLIEiCLhtJgAbKqqoeBHg21PyGEEEJcWJakVbA+y0yIu84xAcipGE7RxQJAr1Pw0kNxI5ZYWGx2vlh7hNsHtXaZqERcmKTNmxBCCCEaXXyhhfvWF7A910KYh/7UG1Spq+a4Lj56KGrEDPKK+Cz+uzie1xftb7RjiOZDAmQhhBBCNLqP9pc6nrf1qX+AXN9Ms4+hcTPIZqu27z2phY12DNF8SIAshBBCiEaXWGSls7+B53v48Hofv3pvV9+uxr6Gxq1B3p6cD0B+mcWx7FhhOaPfXsWBjOJGO65oGhIgCyGEEKLR5Vfa6epv5K4OXrjpT28yj0sj3fhw4MmD6sbOIO9ILgAgu7gSm13l6/VJzFqfxOGcUsa+t4biCssp9iDOJ1JlLoQQQohGpaoq+WY7AW5nlpebOSTglOv4GBRWZ1lRVZWqjloNqrRSm8a63GLjp60pvDg/zuX9HckFDO9w5hOoiOZFMshCCCGEaFSlVhWzHYLOMECuj7QKFRV4Y09Jvbf56UgZk1fnsfJY5SnXLTPbaB3kCcDTv+1xLB8dGwpAYlb9jyuaPwmQhRBCCNGo8iq10ocAt4bP7FZLqZqQb/ahU/dWBu2cnthaxN9ZZr5OLD3puipQUmmlb+vAWu+Njg3FoFPIKTl1kC3OHxIgCyGEEKJR5Zm1ADnQ1Hhhx91RWvBtqcfEIttzzezKq6kZLrWeeJtKVWFC4GgKyy2E+rrx9PhYl/fDfN0J8jZJgHyBkRpkIYQQQjSq/EotAA1sxBKL+1rpULw9eW13MUUWO77Guo+VWGRl4oo8x+tOfgZKLCrrMivZnmvh4arlv5miSO92BUNUT3aaggCtDjkqwAOAIe2CmNQ7ijGdQpm+zI2cEnOjfTZx7kkGWQghhBCNKreqxKIxA2SAmKr+ynH5J+4oUWJ17XQR42OgxKpy65p83o0roVBn4pjizmPefXi79wSOqSZtvRAvJvRqgb0q2Rzl78nE3lEoikKwjxu5kkG+oEiALIQQQohGle+oQW7csGNgiAmDAqszTpzNLasqp/h6WADrLg8hwE2hxKk93GXtb2RQwFjH66mWdgD8ev9gerUKoKBU23eAl8mxTrC3STLIFxgJkIUQQohmyGZXufvrrXR/aQmP/7SrqU/nrOSZ7RgVrRVbY/I26ugbbGJVxomzuRU2LUD2MylEeenxNuhcapAzjd51bufvaQRgUp8oOoR5c9ug1o73QrzdSCso5z9/7KPCYqPcbGPs9DWsPJDVEB9LNAEJkIUQQohmaP+xIpbvz0RVYf6uNMrNtqY+pTOWUWYjxF3XKP2Jjzcy3ER8oZW0srq/XtUZZM+qyUq8jQpm+6kDoupzj/T3YOmjI2jh7+F4L9jbDYAv1x3hxXlxrD+Uw4HMYh76fvtZfhrRVCRAFkIIIZqhhExt+uI7hrbBYlOJzyhi4+HcJj6rM3OgyEp7v3PTF2BclDsGBWYdLCWhsHYtcnWA7FGVzfauetQ5xe7trUUu2zxVvPukxwzyrim3+HFrCn/uOQZAqdmGxdZ4s/uJxiMBshBCCNEMlVTN3NYp3AeACTPWc9PnGyk6z6Y0ttpVEousxPoZz8nxor0NDAkzMTOhjMuW5rK7qp2b2a7y6q4iEou0r6tHVQbZy6g9Ond6e6giAYCWxdkcdtvC/aUHTnpM53pkgJXxNaUVuVKbfF6SAFkIIYRohkortRKBLpF+LsvzzrOAK6nEhtkOHXzPXWfZy6PcHc+ru1ZMXV/AzIQyPk8ow6QDv6qezD4G11CohbmIS8yZALQpynTJLJ/IoJggpo3tyNJHhwOQX1ZzEXPPN1spdrqoOVZYzltL4skrPb/+Hy82EiALIYQQzVCZ2YpOgZaBHmx65hLH8tzzLLBKqMrYdjxHJRYAN0R78HofXwCsdq338V9O00l38jdirIp8fU3a49gWbsRPDOOvg3PwxsqfhSv5YM3Meh3P3ajnwVHtiAn2cizrHKEdf09aId1eWuq4I/Dg99v5eOUhev9nGesTc9idWuASQIvmQQJkIYQQzVqFxca3G49isdlR6zFL2tkoKDOzIzm/UY9RH4lZJRzMLMHLZEBRFMJ83fnqjn4A5DeTAHl+cjk3rcqj/CSz0BWa7UzdUABAu3OYQVYUhW4BWklHhU1lbnI5egXaVvVJ7hlYU+7RL9jEG318eamnL+56BXe1KnNvK8LffPIpqI9n0Ot4YlxHAKKDPR0ZZYD1iTlUWGxsTy6gawsteL7li01c/dHf3DJzk6PmvL7s9sb9WbjYSYAshBCiWXv0x508P3cv7Z9dRJunF/LrttRGO9aTv+5mwoz1ZBdr2cbVCdm8ND/ujG+Hq6rKtqN5XPHBWhIyi/l4ZSJpBeUn3Wbb0TzGvLuaxXEZeJj0juXtQrT2Y83h1vzWHDMPbypkY7aZH46UnXC9zw/UBJju+sbvYOGs+ng/Hinno/2lWFUck3x0D6gJkI06hZtiPInw1Ne1m9N2Xe8ofNwM3DMshg5hPo7s/8GsEmasOgTAPcNiiPSrKQPZk1bIZdPXUGmtX6eSPamFxDyzkD92pzfIOZ8Jm13FdgEH6TLVtBBCiGYrPqOIRXszXJbNXHuYib1bNErLsIzCCgD6vbqcB0a25c/dx0jOK2PW+iQ6hvmw+P+G1eu4WqYwnz92H2P2pmQALpu+BoA5W5JZ+8ToE26bml8TQHePqqk/DqwaCJZX1vQB8r6CmpKAzw+UMjnGE7c6AuCkEi3g+3lU4Dk7t2puVfGuc2nFkarz6RHYeAMGQ33d2fNyzUQjYb7uRPq5sy+9iC1Jeeh1Cpd2DuNARrEjYK5216ytfHf3gDr3+9GKgxzMKuGGvi05WJVt3nAolyu7RzbaZzmRxKwS7v12K6WVVlZPG4W7sWEuLpoTCZCFEEI0W6sOZAPwr8s6cNvAaBbsTue5uXuZvyuda3q2aNBj7T9WhK9HTeD0yapDKApM7N2C37ancSCzmD1phXSP8j/lvqYvT+Cz1YfrfC8lr5xys80lO+ysut/xuidHERXg6VjuadLjZtCd8wzyivhMfNyN9IsOJC69kCtW2QAtQPt8sD/3ri/gvvX5XBftwZUtPVy2PVpiZUioiX7Bpjr23LiOz1h/ONCPxamV/Jla4ZiS+lxpF+bjaP32zZ398TQZmNCrBTkllbxwVRd+35HG83P3si4xh6VxGVzWJdyx7at/7sPTZOD9vw4CUFhuoX2odjdBdw76SjsrN9s4mFXM1R/97ViWlFtKbLjvOT2Pc0FKLIQQQjRbqw9kExvuw0Oj2+PnaWRS7yjaBHvx/l8HOZJTys9bUyittPLM73u4c9YWUvJOfLv/RArLLOxLL2L8+2tZezAHgMkDWgEwskMI797QkxmTewNw9Ud/c/v/Np9yn87B8e2DWjOkXZDL+51eWMyMVYl1bltu0QJkbzfXHFZ1LXJaQTnHCsuZvyudzKKKen7K2iw2O0//tpunft3NnM3Jtd7fdjSfP3cf485ZW7n+0w2Me28N//q5ph/wg7FeXBrpRqyfgVUZZh7aWOiy/W9Hy9lbYGV4uNsZn+PZcA6QPfUKA0NMvNvfjx1Xh57zwLK6PMbf08jQdsEAtA/z4c3reuDtZmBy/1Y8PFqb0vrF+XGO7aw2OzPXHnEExwB/J+Ywc+0RAFYlZFFaNfjvXJi1PskRHFd39ziSfXp12ucLCZCFEOIiVGm18enqQzz2005S808/qDwXrDY7247mOwIKAA+TnmHtg8ktMTPq7VVM+2U33V9eyuxNyayIzzph0HkyPf69lMs/WOt4Pax9MGOrMnjV0wlf3i2C0bGhAKxJyGZNQjbbjubVub/C8pryg6kj23LrwNbcPSzGsay608Gbiw+wJ9U1qKy02hyD8Oq6bd0x3Ifl+zIZ9PoKHv5hB6/+uf+0P6+qqjw3dw/3frOVHzanMGdLCk/9tqfWepM+Wc+Ds2tmgovPKGb/MW0CjT/GBDGtmw+KovDeAK0MxHRcRPHyjiJC3HXc2d6TpuBZNQHIXe092XltKCHuetz0CgFu5z70GdxWu0AqKLOgq6NvnE6n8NhlHXnkkvZkFFU4apEPHRd8XtcnCoutpu43Ja+cj1ee/Ht+29F8Nh7OrfegPrtdZeGeY46uG86S87Tzefv6Hux4/jJ83AysOZhdr/2ebyRAFkKIi9Cds7bwxqJ4ftuexuqE5vkHbklcJmabnU4RrrdvAzxNLkGo80Chkkob0U/9yUOzz2yK3xeu7MzLV3dheIcQNj9zCaNjwxzv9Wkd4Hh++/82M+mTDUz6ZD07U7QuDfmlZnJKKnljkRa0zrqjH0+Mi6VDmA/hvjUDsn6+fxCPXNIeg07hqo/WsbYqwCgoMzN55iY+WKEFPG6G2n+i7xseg3Mjj4TMYmb9fYRX/9xHhaV+A7zyyyx8tzGZlVXlKxN7tcCoVziSU8rMNYdRVbXWtNb3jagJ8PcM1dHVaZBbrJ+RJ7t5Y7bDnnwLVrtKqdVOoUXl1raejnZq55peUTgwMYznevhgaqJzqDamcxj3DY/hw5t7nXS9VoGeqCqkF2h3Bp74ZRcA/xzdjj6tA5g2tqNj3S//0ReA9JMM+jySU8qkT7QJZpbEZZxwPWdL92Uw9fvtTP5iE2sPZjvq8gGyiirpFOHLdX2i8PM00iLA44KdCEVqkC8yyblltApqmqv55qjCYmP+znTWJeZwU7+WDHbKVJ2vNh3OZebaIwxtF8SUIW2a+nREM/PxykTWJGSz6UgeYb5uZBZVUlDW/HqwllRaeWOxFmgOiHEd4FUdEPu4G+gfHUj7MB8eGNGWm2duZMMhrUTij93H+OAmtc5snbPjA8Fre7VwDIYLdQpqAXq2rKk91ilaR4RtR/NZEpdB10hfhr250pF1G9sljOHtQxzrd4rw5cd7B9Ityg9Pk4FHL+3ApZ3DuPLDdRwrrGBFfCZ3ztrqcry6BgP2jQ5k5bSR3DJzI0dzy4jPKOalBfsAiPDz4M6hp/6Zr+652ybYi1ev7Upidgm/7Ujj+k/Xk1Ni5kBmca3vic5OFyk+htrn1T9E+5qtOFbJ70fL+d9B7a5EUBNka53VNXCwqTx9eadTrlP99zk5r4yoAA/2pBXSKcKXxy/ryOPHrTs6NpTOEb7M3ZnOQ6Pb0S7Ux+V9VVV59MedjtcfrUxkeIcQvNxOHPqVVFp5fp5W4rErpYDbvtxMz5b+zH1wCABZxZWE+tSUzPi4G+rMNF8IJIN8lqw2O28tiWfyFxuJfupP/tx9rKlP6YR+2JzM8LdWsupA1qlXvki8sSieJ37dzfxd6dzyxSbu/nqLS2bqfPTe8oMs35/Ja4viHa2qLgb70os4UHULeNrPu0jJKzvl518Zn8UNn244qzrO8837fx1k0xGtNODhS9qj1ylsOJTb6Me121UyCiv437ojp2xllV5Qzv/N2Ulqfjmf3trHZaAawKQ+UdzcvxUbn76EL6f046nxsfh5Gon09yDHKZt1/3fb2Hg4l0PZJXUe52huKS/M2+t43T3KD3+PE3c3cO4o8cKVnR3PP1l1iB0pBS6Bwqe39qkVnA+ICcLTVBOcRAVoA9pKK60cyNDO8c56XNS28Pdg9bRRdInUgtZBMdrte+fuFydTXKGd59PjYxncLphIP+08qr92v2xLZfl+bSa5UR1D+Pc1XRjbJZxbB7bis9v61LnPPkEmWnnp2ZZj5rtDNSU7XnUE0+LE2lSV36w/lMPCPcewq1qZjrNnL+/E45d2QFEULDZtlsAx765hfdXFYbUNh3PZmVLA6xO78e4NPYhLL2Lof1fw05YU0gvKeWl+HM/P3etykfjmYu3vxpuTuju+F6svSPNLzexJK3QJkL3ctAD5UHZJrXKh851kkM+C1Wbnzz3H+HhlTZuWB2dvp6SyGzf2a3XC7VRVZWdKAV1b+GHUn5trlKIKC09X1ZjtP1bMyI6h5+S4zd3BLG0k9jd39uedZQks35/Fr9tS65WFaY4e/2kXGw7nMrxDCGsSstlwOJere5z7FkDnUk5JJfN3pvPvP/a5LP95WyqKogUB/xgcjZtBq+d8eUEcKXnlfHZbHx7/eRd5pWYmzljPyI4hvHBVZ8d6F6o2QV4kZBXz3V0D6BcdyH8XxbMuMYcOzy6iR0s/Wvh78OJVXQjwariuAyWVVm78bANx6Vr9an6ZmQdHtauzxtZuV7lz1hbiM4q5b0QM47qG11qnTbAXr0/sVmt5C3/XjO/SfZks3ZeJp0nP3pfGugSs+aVm7vhqC4dzStEpaF+PNoEnzTj7uBv56o5+dAr3JcTHDYNex3NztQD7+k83ABDs7ca0sR3q1QquOpOXkFnMr9vTAHjhqs48ckl7sopPfdFWXQ98ZY8I0gvLWRKXwdguYfSNDmRnSj7Tlx2ke5Qf08Z2dDmfoqoMso+7djEQ6e/aeaJHlB//GBxNXHoRT4+PxVD1d+qVa6u+5il1n0+Ep441mVqQPa2rN+uzzI7MsqifYG83Lu8W7jLIs1cr164p9wyvKXd587ruTPpkPXYVbpm5iaQ3rgC0AZjvLk0g0MvEhF4tcDfqeWNRPFnFlTzx625MBh3mqim4u0X5cUPfllRYbHyz4Sig1TrrdApL92UQHezF4ewSx+A85z7e3m4GdqUUcMk7qwG4qV9L/orPwmqzM/3Gnud1rCEBch2KKiws3pvBpN5R6E/yy/LNJQf4fI32TRz38lh+2ZbKrPVJPPnrHkwGHRN6RTnWtdrsfLLqEEm5Zfy6XWty/9JVnRv9FrjdrrJobwYvzo9DUUBVa4rsz9aulALMNjv9os99f8uGklFYwbgu4QzvEMLwDiEMeG2544/4+ebdZQn8uj2Vbi38eG1CV4b+dyX/XRTPVd0jGqVfbHOgqipXfrCOjDoywP6eRnzcDby2MJ7XFsYDuPxRePq33Y52WWkF5Xy/KZlre7U4r7+f68Nss3Nl90iGVJUTffGPftw5awsllVa2JOWzhXzGd4twDFI7W5VWG79sTSEuvYire0Qyf1c6H65IJCGzmM9u6+tYL72gHKtN5V8/7yI+o5jxXcN5alzsaR3r5gGtmLMlBZtdZdljIygzW3ljUTxrD+ZQarY6AsJl+zJ58PvtmG12xnQK4/WJ3QjxqV+nhVFOf/BvHdia9IJyZqw6RLC3iZwSM9/fPYCO4T4n2UON6gTJD5u1iLP6x9TP04if56n79FaXXo/oEMIfu46x4XAuN36+kSfGdeTNxQcAWJeYw4GMYv6Kz2JUxxDahnjToipz7euhhQAdw314cFRbR7Jn3kNDAZjYu14fwyG7XPvZ6uxv4P5YLx7s5H16OxAAvD6xO1EBnny+5jBeJj0tjruAcdarVQCJr15OzDMLAe1OcUGZhfWHcth6NJ/7R7R1XIi2CfYiq/qumqrVMN/19VbSqu48ON9Nqb5Q9Pc0Ulpp5ev1SZRUWjHoFO4bUZPR9vc0ku9UjjNnS83V05SvttCndQCfTO5dq1zpfCABspN//byL3JJK8sss7EwpICWvjMcv60h+qRl/T2OtIKP6tuTHt/TGy83APwZHc0X3CPq+spzZm5JdAuTtyQW8syzBZfu5O9NZsPsYfaMDeHr8iWuTckoq+XhlIv4eJm4Z0Krev8gBXlu4ny/Wae1gpt/Yg+82JvPD5hRS88v59q66m5E7m/bzLmx2lXtHxBDgaWL2pmT+ObodBr2Oaz7WriYDPI2UW2zsfWmsI9NwrqXklZFVXIm/p5GYYK9TBoSJWcX8439bSCsod+ml2j7Uh1+3pxKXXkivVv6YrSpXdA+nd6sA/D2bbyZEVVU+qGoD9PP9g3A36hnTKYzl+zN55c/9PO90O/hs7UjOp2sLPwrKLGQVV1BhsdGndcMFlRUWG1a7WqvFVbVFe44xe3Myr03oxoQZ68kp0X7hX9Mzkvdu7Mkbi+Nx0+t47LKO2Owqv21PZUlcBsv3Z+HjZiDXqgXFP21NZUi7IF69thu7Ugt4ZM5O9qUXXfABcqXF5jL4q3+bQPa8dBn9Xv2L/m0CWLgngzUJ2Q0WID/3+15+3paKr7uBd27ogdlqZ3FcBkv3ZXL311vxctPz3BWdGfbmSset3IExgfz3uu6nfWEXG+5L3MtjKSy3EOSt/Z68vFsEaw/mUFxREyBvScoDBX66bxBdIn1PWpN5KtPGduT/xnTAqFfILKok3O/MAoGvpvQ7rd/tzgI8TUy/sScDX/8LwBEc/3DPQB6Zs4O/4rWyupUHsh0D8wBigrUAVq9TmDY2lgFtgjiba+nnevqwLL2SV3v7nvM2ahcSPw8jz1zeiRv6RuHlZjjlz4FOp/DQqHZ8tDLRcae42r1O2eZWgZ5sOpLHHUOieXJcLO5GPd5uBoorrGQUVjB3Z+1Z+aw2lRVV3z9jOoXyxT/6ubx//4i2DG0XzOjYMKYvT2DDoVw+vLkXe9MKeX5eHNuO5vPjlhT+eUl7Kiw2THrdKccFNBcSIFcpM1v55bjpSz9ckUh8RjHL9mXi425g0zOXOOrHLDY7BzKLuWdYG67oHuHYRru91pG3lhxg8hcbeXJcLLtTC9l+NN9l31MGRzNrfRKgDfL4bPVhekT58fTlncgrNTM6NpSMwgpeW7ifjYdzKaqqGftwxUG2v3Apvu4nzi5kFFbwztIDZBVXsjohmxb+Hvw+dTChvu4Eeblx+/82s/ZgDnvTCunawq/OfdjsKolZJfxc9TX5bUea472YEC8GxtT09Ky+elxzMJvBbYN5ecE+7hnWBj8PI4FeJpbvz8LDqCfAy8i8nemYrXZeuLLzSX9IjuaW8vPWVEwGHSWVVoa1D6ZXq4BaQVN8RhE3frbRpW74kUvac+/wGJLzyhyj3/elF3EwqxhFUaiw2FidkE1aQTmTB7Ry+QXy6KXarc34jGLiM7Tyi+qs7IJ/Dj3h+TrLLKrg+bl7CfQy8fhlHc/4j16Z2YqHUU+5xYZRr6PSanf5/FnFFWw/WkCFxeaoQ3t9YjdHtuCTW3sz+p1VfLnuCNf2bEG3qLr/r0/mq7+P8N3Go1jtKld1j+TqnpFMmLEewHFHAuDI65c3WJb6jUXxzFqfxBPjOnLPsBiXMqSPVyby1hLtj/+wN1cCcFWPSK7pEcmAmEAURXG52NTrFK7v25Lr+kRRYbHjYdLzxdrDvFLVGmtcl3Cig71oHeTJ+38d5M/dx/jH4OgG+RxnIzW/DJtdpXWQV4Pvu9Jqx93oeiGrKApbnxtDhcXGwj2L+X5TMvN2pvPNXf3p3SrgBHvSlJmtrEnIYWj7YHYmF2DUK/RqFYCpKgj/Kz4Ld6OOT27tg1Gv49Pb+rA9OZ+JM9Y76lz9PYzY7CqtAj3pFOHDi1d1OenvuJMx6HWO4Bi0QURQU3cLkFtiJsTbjf5tzv5iSFEUTFV1tmcSHH81pR9RAR60D6tf1tlZQFX2ztOkx8vNwN1D2zgSIgCD2gax6ZlLOJBZTEJmCWM6hfLivDgMeh1dIn1rTVQyvEPI8Yc4LaMj3Bkdcf5lCpur4wfdncxVPSI5kluKu0HvuEs998EhjgGnoA3q+3lbKoNighx/J3zcDRRXWHjm9z3oFYWnx8cyqG3N3/fqv4NQd318VICnY4zAk053fFoGejKyYyidXljMO8sScDfqeXXhfp69vBOTB7bi+43JjO8WXmt8QXNyUQbIeaVmbpm5kfiMYmLDfXgGxi3hAAAgAElEQVThqs6ONj2f3daHYG8TdlWrKVu2T/sFXlxh5e6vt/LejT0J9XXnUHYJZqu9zgDzuj5RvLXkAH8n5nLdpxsct3QHtAnkv5O6o1MUtiVrg2Ru7t8So17HNxuOsiu1kJs+3wjAld0jSMwqIT6jmN6t/Pn3NV354K+DLN2XyeerD/OvsR0pLLOwIyWfgU7f7H8n5vD4T7tcbjn3bOXvuL0xvEMICx4aylUfrWP25mQm9mpBhL8HS+MyGNw2mHah3qxOyOLur7dyfMtET5OeMrONR+bUjIp9+/oe/OtnrQ2N8wjsH6qazvdvE8jmI7V7he47VsSdQ9o46gs3H8nju41HmX5jT+buSOPxqn1W+3zNYcZ0CuX9m3qx8kAWHcJ82JNayIxViRSWW7hzSBu6R/nxfz/u5P2/DvLZmkNUWOyseHwEMSHeLj1Oqxl0Cq9c29UlsOvTOpClj45g/7Ei5u5I48Z+LfloZSK/bU9j5YEsl9urxyuqsLAsLpMZqxIdvSvXHsxh6qi2jOsSTpC3GyWVWtBrs6ssicsgMauEg1nFxAR788iY9o5gcPORPG74bEOtY9zUryXX9GxBbmklD83e4fKev6eRMZ1qWlIZ9Tq+u2sAI95axZ60QpcAubTSygPfb6dLpC/D24cwoI7ay7SCcl5eUFPX+9HKRD5y6rfZrYUfJZVWDmeXMva9NfSI8mfjkVwuiQ1jSLtgerb0591lCfRvE+DIJvVqGVBnFxW7XeVYUQUKsD1Zu5h8c/EB3lx8gAdGtuXGvi3xNOkdwXG1Fv4efHBTz1MG54qiOIIB59uV1T83iqJwXZ8o3lx8gPiMImLDfdmVUsCxwnI6RfjWGahabXb0OsXl2BabnfwyM6E+Jw8ScksqcTfqa2Uu0wrKmb4sgV+2pWLS61j66HCig+sfJO9MKSDY28T8XekEeZm4ontkrYvKCovthHXW7kY9Rr2CxaZSUmnl+43JpwyQP1l1iA9XuPZhnTa2Iw+OakeZ2UpeqZlpYzs6SjoAercK4KnxsSTnlTF3RxpfV9U9/jZ1MMHeDTupRHXW+IHvthEV6MmulAIKyy3E1rMMorGNij3zGs35Dw11XPgD/GtsR47mlbFsX6bjAkVRFGLDfR0znb11fY+zP2nR7HQM9+HjW3pzMLOYX7en8umtfVy6rgCM7xbBskeH0y60pvTFx93gSIRNGRztUj4B8MXtfVmwO50BbYJcAuf68DDpGdw2iPWHcnl1oZaUeHXhfsfzdmHeEiA3FxmFFby15ADL9mU4MrLxGcXcMnMToGWb+rQOcPyCvnVgK4a2C2Zc1wg+XX2INxbFc9PnG5k6qp1j5prqUcTOwnzd+c+1XXl+7l7MVjtjOoViMui4dWBrxx+7FgEeeBgNXNY5DJ1O4bkrOtPhuUWOffxR1Q3jv5NqBvw9fEl7lu7L5KOVWmb7r/hMRwavdyt/HhnTgX9UzfDUKcKXZy/vxK1fbnLpvwkQG+FDsLdWLjF7U+3ZkyL93LGrML5rON2j/PEw6pizJYW5Dw7h+k83sCetZqRqz5Z+HHn9clYdyOah2dspdRoNe1O/li71SADf3tWf277czOYjeWw+ksfdQ9vg425k+nKt/GT+Lu0WT0yIFzf2bcnkga3ZciSPF+fHsXx/Fjd+voG9aa41wp/e2ptxXbUs/v9VtbSxa9ckjH5ntUvv0r6tA9h/rIh+bQIZHRt6wsCqU4SvI/v8+GUd+W17Gl+uPcI365NoF+pNuJ8HHcK86ds6EA+Tnr1phUz+YpMjk/3VlH4Y9Tpu/XITz/6+l2d/38sf/xzKrV9uQqcoFJZbXHq3ghaA9osOwKDTEZde92jgOVtSXL6mtw1szbcbteBi1b9G1ioDaRXoiZdJT0Jmscvy9/866Jjs4JNVWt3hezf25NpeWrlJhcXG3Kq7BnPuHcj25Hw+WXXIkYWb9+AQOob7sHRfJg//sIOEzBISMrVR+LPWJzFrfRIhPm5kF1c6LpZA+xm7Z1gM3m56bujXklAfd6w2O//6eZfj9p6Pm4GxXcKISy8iNb+cT1Yd4kh2KTEh2s/OjMm9Gdw2iKziSoK8TKeduR7bJZynx8fy+qJ4l/66t/RvxYd/JTLuvbVc2zPS5XZj2xAvpo5sx6Q+WtnUtxuSeHnBPrzdDYzvGk5suC/92wTy5K+72Z1ayH+u7UpWUQWR/h4MjAlyjEy321X+9/cRRwa7X3QAT43vRJ/WAWw7ms8Nn23AZle5snsEf+w+xryd6Twypn29PpfFZufaj/92WTZz7REWPzLMEcjb7CoVVnud/XWrJbwyHtAy9Mv3Z7IkLoOOYT7odQqrErJZvi+TQC8T+48VEehlcvRgHd81nLFdwvlqfRL/W3eEeTvTHBcWreu4KLq/6g9xywBP/rs4nkAvU4MHx4AjGDicU8rhnJrxF+fz4KFqLQM9aRlY87V1N+qZeXtfiiosWG31mxRCXFjah/kQ/59xdQ6ArX7fWQt/DxIySzDoFEZ2rH0HYUznMMZ0Dqu1vL4+mdyHL9cdZntyAXcMiWbj4Vzm7Uwnq7jS5W9zc6SoatP8EPXt21fdunXrqVdsQLkllVz+wVqCvd0I8XHj41t6U1hu4fVF8YzoEELXFr4nnU/8kndWucxq07OlP789MPiEpQIllVaOFZTTKsizXiPjNx/J47GfdjLz9r78e8E+AryMzJhc01JHVVWe+GW342oPtKL7Izml+LgZKK4K2u8bHsMDI9vi52Fk7s40xnWJqHUrrdxs4/VF+/lmw1Gu6xNFiI+bI1Cq/mzVfQ+PZ7XZSckvJ9DT5DKQJLOoApNex1tLDzB7UzJJb1zBuoM5rDmYzZXdI0jILGFirxa88ud+dIoWSFmPCxLdjToqLHbmPTiEHk5Xv8m5ZVzy7iosNhVfdwO3DWrNxysPEe7rzoanRzuCpG1H8wn3cyfSz50Zqw65ZBwn9Y7i9YndMOiU066BmvzFRv5OrN0Ka0SHEP43pR+DXv+LrOJKPIx6fn9wsOP76M3F8cxw+roCGPUKXSL96N8mkF4t/ekQ7sPmI3m1ascWPjyMDmHe5JSY8XE3cDCrhEV7jzF7UzLFFVZ6tfLnh3sGsiI+C283wwlvj06Y8Tdx6UWYrXb6tg6gfZg3P2xOwcfdwE/3DWJFfJbj63Tw1fHklpiZOONv0gsr6NXKn9+n1nwfdHhuEWarnbiXx+LlZiC9oJyHf9hBXpmZqABPgrxMjO0SxjO/7yWv1IxRr/DYpR1ZnZBF5wg/4tILHS3GqlX3k63madLzxNiOTBnShjKzldFvr3a5I7LzhUsbpB7cYrPX6iJTfSFc7bu7BrB8fyaz1ifRu5U/b0zqzu1fbiajqIIIP3eOFZ6600BMiBeLHhnGD5uSHf1q/T2Njj6zoT5urJ42ipcXxDFnSwo/3DOQQW2DuOGzDWw+kseUwdE8NT6WlfFZvPLnfsL93Ll1YCu2Hc3nQEYxT4yLpXuUH+kFFYx6exUA/7mmC+UWG68tjKdLpC9HckqJ9PcgLb+ccouNB0e1ZdrYkw+Au2vWFkft6qkEe5vY+tylgFYj/sL8OEeLPaNeYeuzl55w0FluSSV9XlnO4LZBzL5nYL2Od7q2J2tfq0ExQUT6e1BhtZ1xCYcAFi+GkLMrxwDgxRchsqrLTnq69vy++2qv99lnrsunT4fvvjs357VggXbspCSYNevs993MlFZqd3mcL7Qam8VmJy2//LTujjUkRVG2qara95TrXUwB8tnam1bI4r0Z7Eot4FhhBbPvGXDKW6mNYWtSHnfO2sKLV3Xhiu4RjoFIz8+Lo12oNwseGlorIK6LxWZn4+FchrYLRlEUEjKL+WlLCv6eRkbFhtIl8vRrVqupqnrKzF5hmQW9XiGjsIKiCgudI3wx6BSySyqJ8Ks9ajc1v4ztyQV0DPOhY7gPKXllBHqZ6jXAZsGudAbEBJ7x/9eh7BI2Hc4jt6SS7i398XE3MH1ZAmsP5vDM5bG8tjCeh0a14+FL2jtubVbbk1rI/d9t47IuYQxpG3zCq/H8UjOzNydr9esDWvHqhNptrM7E34k5PD93r0v2DGD785c66tO+23jU0a7K2fs39XQZxLjhUC6F5WZHxv5kKiw2dIri8vVQVZUv1x0hLr2IvxNzyCqu5J5hbSgstzB5QGuXi6JqfV9ZRk6JFmzfMaQNz9Sj2f7Z+NfPu/hlWyrtQ71Z9tgIAJ6bu4fvNiZzWecwlu7L5IGRbbm+TxTlFhtvLIpnQJtAKq12YsN96dHSj49XJlJaaXPcEXHWKcKXX+4fhNWuMm9nGi/Mi+OGvlGsPZhDtxZ+fH679nt74Z5jTP2+/rPBGXQKVrvKnw8PpUukH3vTCrnyw3WAFsD2bR1Idkkl247m89qEbtwy4MStKEGrcT+SXcriuAx+2pJCmK87IzqGcPewGIw6hVBfd9YfyuGWmZsY0ymML/7h+vemzGxlw6FcfD2Mpxz4uCulgBYBHo2SQRaNQAJkcR6TAPkCd3wAqqoqheUWvN0MTdZJ4mKTnFvG8LdWOl7/fP+gBumAEJdeSLtQ7wbtx5tXaubLdYe5Z1gM329Kpm2Il0uQezCzmEunryEm2At/TyP/vKQ9vVr6N2rnDqvNTnGF9ZT9dr/ZkERcWhEvXd2lXhd+ZysuvZCft6YyKjaUEVVZ+aVxGdz77TZAy/7ueP7SepV2JGaV8OGKg8yrKtd487ruXN0j0uX259O/7XGUofznmi7cNija8d5PW1IoqrCw8XAeseE+3DM8hvSCcgrLLXSK8GV7cj7xx4pZEZ+Jp8lAbIQPT42LRVEUiiosdH9pKVMGR/PS1V0c+8wtqSTA09RgI8mP5JQS4uN2wq4j4gIkAbI4j53zAFlRlHHA+4Ae+EJV1TdOtr4EyOJCMH9XOgt3HyPEx40Xr+p8Xl+cVFhsJ6xbu9ipqsr2qg4NRr3OpXa5PrKLK/l241EermqR6KzSauOXbamsjM/i9Yndz7jryYmOG+TVcMGwEIAEyOK8Vt8AuUEu+RVF0QMfA5cCqcAWRVHmq6q67+RbCnF+u7pH5AUzU50ExyemKMpZDSgJ8XHjsUs71Pmem0HP5AGtmTyg9Rnv/2THFUIIcfoaKt3VH0hUVfWwqqpmYA5wTQPtWwghhBBCiHOmQUosFEW5DhinqurdVa9vAwaoqvrQcevdC9xb9bIj4NrUVAghhBBCiMbTWlXVU9biNNSoiroK3GpF3qqqfg583kDHFEIIIYQQosE1VIlFKtDS6XUUULu/kRBCCCGEEM1cQwXIW4D2iqK0URTFBNwEzG+gfQshhBBCCHHO/H97dx7fVJU3fvxzkm50hVL2rS2bgkCRTUEEZAQ3cENFXMANHR9HRh5HBx2VR4d5dJwZZ+Zxxh0dHX+KDuIgbohQETcWB5V9LVAKCC10X9Lk/P7IYtombZJmuWm+79eLF01yc+9pv/cm35x8zzlBKbHQWtcrpe4CPsY+zdtirfXWYOxbCCGEEEKIcIrYQiFCCCGEEEIYUfSuaiCEEEIIIUQISIIshBBCCCGEG0mQhRBCCCGEcCMJshBCCCGEEG4kQRZCCCGEEMKNJMhCCCGEEEK4kQRZCCGEEEIIN5IgCyGEEEII4UYSZCGEEEIIIdxIgiyEEEIIIYQbSZCFEEIIIYRwIwmyEEIIIYQQbiRBFkIIIYQQwo0kyEIIIYQQQriJi9SBs7KydHZ2dtiPW1lZSUpKStiPK5oncTEmiYsxSVyMKWbiUlkJVmvr91NcDBaL/ef4eGjXDpKTm25XVdXw/tpa6NTJ53ZV2mykmPzoD3RvV329/dgJCdC9u+/7EC2K1PWyadOmE1prDydQQxFLkLOzs9m4cWPYj5ufn8/EiRPDflzRPImLMUlcjEniYkwxE5ePPvKcoPrrkUd+SjqLiuw/33570+2ee67h/U89Bf/8p8/tyj92jIldugTWrvfesx+7oABeecX3fYgWRep6UUod8GU7KbEQQgghhBDCTYsJslJqsVLqR6XUFi+PK6XUX5VSe5RS3yulzgx+M4UQQgghhAgPX3qQXwEuaObxC4H+jn9zgWda3ywhhBBCCCEio8UaZK31WqVUdjObXAq8qrXWwNdKqfZKqW5a6yP+NsZisVBYWEhNTY2/T/VZRkYG27dvD9n+hV1SUhI9e/YkPj4+0k0RQggRRFU1NZz88cfW76imxj6wzv1nT/t1u99sMtHVy+6Ky8qo0brJ/cdPnOCwUgG1q5PWJPj+TNGGBGOQXg/gkNvtQsd9fifIhYWFpKWlkZ2djfLnZPZDeXk5aWlpIdm3sNNaU1xcTGFhITk5OZFujhCijdBa884ll2CpqODCV18lo0+fBo9/dMstnDFnDj3Hj2/1sXa89Rabn366xe1M8fFctnw5CY1G43/33HNsf/11n4415LbbGHzDDa7bxTt28Mntt4OHZM/pnEWLgvJ7Oq255x6Obdrk07bffP01tc5ZHjz4FNjV6L4sYAbQ4jv7//t/Ld4/IC2Nruee2+Dh0rIyvvvuO6+7XdPScb3ooBRDXn7ZnjQ3OqY/0vv04aLXXvP42Prf/559K1Y0OQ+cVs6dS8mOHR6fO+6xx+g1YULA7QpUeWEh719/PdhsDLrxRobeemvY2xBqwUiQPZ3vHq9qpdRc7GUYdOnShfz8/AaPZ2Rk0LFjRyoqKoLQLM+sVivl5eUh27+wS0hI4NSpU01i7E1FRYXP24rwkbgYU6zGxVZXx4/79pFy+umsXbaMtLy8Bo9vWbyYsvR0OgdhCrKCV1+l44wZJPfv3/x2TzzB6qVLSerdu0Fc9r/zDp1mzqRdC50Eldu2sWnZMo736uW6r/iTT9D9+9P5yis9Pqf4o4/4ctmyoPyeTttWrOC0v/7Vp22fufhiRgwfztgxY5o8lrhnDzOrqqgcMaLB/QkHDpB46BAV7s85dQrMZvvPVqv9Z08dWOXlkJaGTWv+77nnuGHCBIbceWeDTXauW8eL333HrKuuolPHjg0eq7XZSPRnmjdHu95fuxZLbS3nLVwIdXXQu7fv+2hk57x5rPn0U5Tz93Wze9kyMs87r8l54LQnP5+Bf/lL02auW8fnr71G92Y+SIVK+Q8/UJueTufLL2f9yy9T0q+f3/sw+utYMBLkQsA9oj2BIk8baq2fB54HGDlypG48vcf27dtJT08PQpO8kx7k8ElKSmL48OE+bRsz0yNFGYmLMcVqXKpLSjjRowfdBw2i+8CB5Db6G2wE+vXty5lB+Nu8vWgRk2fNIjkrq9ntPv3wQwbm5NBz/PgGcSn72984Z+pU2vft2+zzf+zWjW+3bm0Qz68+/5yOF17IgAsv9PicbSUlVB49yqggngMH09KY7OV4jdUBk4YP57ceeg33rl3L0e3bGTd7doP7d61eTcn+/Zx1yy0/3elpmjdPPZHPPQe33orVauVPzz1Hn4MHm7S1pKICC/DfV17JkEbJWqDTvO2Pi2P7kSNMPnDAPs2bpynofFT+/POc2bcvGR7WfzjWrh2jp0xh69GjHq/rQ15ic7RTJ7579tmIvBYU1NVx8PBhxl1/PW8880xAbTD661gwpnlbDtzomM3iLKA0kPpjIYQQojmWykriU1KIT0nB4qxd9bBNMFQXF9OuUU+kJ8mdO1PloW7W2daWePpdSgsKyGim57m53z9Q/pQ1aq29bh/frh0WD+OILNXVxLdrF3D74Kc2ag89ps77glmcqbwcKxAZOTmU7t/v8TFLZSXtOnXyO6bN7TPUnOe3OT4eW319RNoQar5M8/YG8BUwUClVqJS6RSl1h1LqDscmHwD7gD3AC8CdXnYVkwoKCjjjjDNavZ/ly5fz+OOPA/Duu++ybds212MTJ070uOjKxo0bufvuu/06Tl1dHXPnzmXAgAGcdtppLF26tHUNF0KIIAlXgmyzWlEmk09JY3LnzlQdP+61rS3xmCDv3x/2BNlfzSbI1dVN7g9qguzhMVeCHMTxS8rLsQLRXDKrrVYSMzI8xtRqsaDiPH/Zn5SZSU1JSZBa6B9LVZXr/E7MyKC2tDQi7QglX2axuLaFxzXwX0FrkcHV19cT5+VkDaXp06czffp0wJ4gX3LJJQwaNKjZ54wcOZKRI0f6dZxFixbRuXNndu3ahc1moyRCF58QQjQWrgS5oqiIVB+XFU7u3Jnj33/ftB1VVcR5Wja5EU+/S+2pUyR16ODXc1pD22zgY2LpTERNXraPS0rynCDX1JDaQrlKS3xJkE3+1Br7cLxgJshHvvnG6+PeYtrcBy2lFMpsxma1YvJQ2xxK7u1Kz86mdP9+OjcaExDtZCW9Rl599VWGDh3KsGHDuMExmnTOnDnMnz+fSZMmcf/997N+/XrGjh3L8OHDGTt2LDt37gRg69atjB49mry8PIYOHcru3bsB+8DA2267jcGDBzNlyhSqG714WK1WcnNz0Vpz6tQpTCYTa9euBWD8+PHs2bOHV155hbvuuosvv/yS5cuX86tf/Yq8vDz27t0LwNtvv83o0aMZMGAAn3/+OWCv77nkkksAWLhwITfffDMTJ04kNzeXv3oZjLF48WIWLFgA2F9oshwvaHPmzOHnP/85kyZNIjc3l88++4ybb76Z008/nTlz5gTrzy+EEB6VHTzIkW++cSXIpxyvfWBP8Iq++gqA0n37Wn2slnpw3SV37syJH35o+oDN5lPSEpec3CAxstXXexzI5S4+JYXS/fspXLeOoq++wtbKwXqW6mrifOzdbamntrke5LikpMAb6aCUar7EIog9yKYgJsjp2dneE2StiU9JoerYMQrXrePknj1orTnyzTccys9v9puI1B49OLphQ5Ba6Tv3BDmSpR6hFP6uUB/98pe/ZPPmzUHdZ15eHo899pjXx7du3cqiRYv44osvyMrKatB7umvXLlatWoXZbKasrIy1a9cSFxfHqlWreOCBB1i6dCnPPvss8+bN47rrrqOurg6r1cqxY8fYvXs3b7zxBi+88AJXX301S5cu5frrr3ft22w2M2DAALZt28b+/fsZMWIEn3/+OWPGjKGwsJB+/fqxbt06AMaOHcv06dO55JJLmDFjhmsf9fX1rF+/ng8++ID/+Z//YdWqVU1+vx07drBmzRrKy8sZOHAgP//5zxvMU3zq1CkAHnroIfLz8+nbty9PP/00XRyDG06ePMnq1atZvnw506ZN44svvuDFF19k1KhRbN68mbw29ulRCGEca+bPJzE9nUHXX096nz6s+81vGH3ffaR06cKpffv4cM4cxj/+OOsff7zZGllfVB45QoqPPcgdBw3iwCefNLnf19pVc3w8Nrcp06qOHye5c+dmn5ORk0PmwIHsevttCj75hGlvvUWnVpTy+VoOAj4myB5qkGtKS0kKwiB8pRS2MNYg24K0rw79+3P4iy+w1ddjcvsW2lpXhzKbMcfH0//yy9n51lsc3bCBy5YtY8W119J32jQGeZj6zWnILbeQP38+s778Mkgt9Y2lspJ4x4DD1O7dqTjS9oaeSQ+ym9WrVzNjxgxXr2lmZqbrsauuugqz41N9aWkpV111FWeccQb33HMPW7duBeDss8/md7/7HU888QQHDhygneMTeU5Ojit5HDFiBAUFBU2OPX78eNauXcvatWtZsGAB69atY8OGDYwaNcqntl9xxRXN7h/g4osvJjExkaysLDp37syxY8caPF5fX09hYSHjxo3j22+/5eyzz+bee+91PT5t2jSUUgwZMoQuXbowZMgQTCYTgwcP9npMIYQIBkt5Oec+8QS9zzuP9n370uf88129VnXl5fQ45xzG3H8/XUaMaHVdpj8JY1L79mTk5ja4r66igngfyiuclMnk6gX25diJ6elM+tOfOO8vf6HXhAlYWjk1arAT5HoPPcilhw+T4eOHjuZ4K3sweg1yXGIi3UaPblJGUbJzJ5kDBwJwzm9/y+S//hVbXR115eV0GTmS8/7yF067+mqv++07bRr1IVxczRv3c8YINfGhYNge5D//+c8h2W9zcyA31+uQ4vbi8dBDDzFp0iSWLVtGQUGBa5qSWbNmMWbMGN5//32mTp3Kiy++SG5uLomJia7nms3mJiUWYE+Qn332WYqKinj00Ud58sknyc/P51wfJyZ3HsNsNlPvZURp43Y03q5jx44kJydz+eWXA/YPBS+99FKT55tMpgb7MplMXo8phBDB0DiJy8jJoayggO5nneXx615fZqBo9lipqT5vb4qLazCSv7SggHQP03l5k9qzJ+WFhWT06eNXsgrBSU78OabNZu9T9ZaGxicmYqmtbXJ/xYkTpHbqFGgTXbwlra52BTNBDmKJBfwUq8SMDNd9J7ZsoaOH3n9fYxKqRdVaEgsJsvQgu5k8eTJvvfUWxcXFAF4HqJWWltKjRw8AXnnlFdf9+/btIzc3l7vvvpvp06fzvYeBG96MGTOGL7/8EpPJRFJSEnl5eTz33HOM97BSUlpaWkgWO1FKMW3aNNfE3Z9++mmLAwGFECIc6hvVybrXPQa7HrK1SWqZHzXM8FOyH4xjB6I+iD3IymRqsgKg1hodpIFk4axBDmYPMniO1YktW8jykiAn+PEhLdwkQY4xgwcP5sEHH2TChAkMGzaM+fPne9zuvvvuY8GCBYwbNw6r2+CIJUuWcMYZZ5CXl8eOHTu48cYbfT52YmIivXr14qyzzgLsPcrl5eUMGTKkybYzZ87kySefZPjw4a5BesHyxBNPsHDhQoYOHcprr73GH//4x6DuXwghAuWe/DhHzgPUu005FbEEuarKddufQX4AGV5+F1+PXe927EAEs8TCk+pTp2jXvn1AbWssWksswM8E2Y/zIBK9yLGQIBu2xCJSZs+ezexGKwC59xKDvdZ4166fVpp3DvxbsGCBawYIp8zMTLZs2eK67V7T25hz9gmwl2vMmjXLdXvOnC20WmEAACAASURBVDmu2SLGjRvXYB5k96Uas7KyXPXAEydOdJV/LFy4sMGx3Nvkrk+fPq4ZNNy5/w2ys7MbPL/x30cIIUKtuR7kQg+vYf5obS9u6f799HVMy+mLjJwcjn37bWDHTk0Na4lFIIlo6eHDZDi+dW2tFhPkoBzF7VhBXMbZUyJZfvAg6Y2XsFbK7/OgtQNT/RULCbL0IAshhIg67Tp2pGTXLpZedBHrn3jCVdeZkZ1NaSsHDQeSpNa5lb39sHhxi0tMu2vfvz9bXn6ZpRddxJcLFzaoUW1JQqNjByLYCXL5sWOUHDjgur3944+DUn/sPG5Ul1i49fbX19RgTkxs0uaEtDS+fOQRn88Dc2IiVg9136EUCwmy9CALIYSIOkop5nz/vWsEfzvH7EOJHTpQ18pVvfxNkFN79KCisBDS0rBaLGRkZzftFWxG1qBB3PDtt2hHyZ4/AwxTe/TwuFCJPwJKkJvZZvDFF3Py4EEy+/QBoKyoiDw/V3X1xlvSGpIEOUSD9JxqT50iyW22LKfLV6zAUlHh83ng3G8w5pn2laWy0rUQjiTIQgghRARY6+owuc3Z7pSYkdGkl82ckNDq3jR/E2RXDfHQoVgqK0kKYAaN5ABXmQtaj3lamk/b+rJiXVJGRoPFQuotFhKDNODMZDKFbyU9QluD7O08S0hJISGAEp/WzNziL11fj9lxTQajDt6IpMRCCCGEofmTsAajB9HvBNlLPXQ4pPXuTfnBg63ahz8DwnzpqY1vtNx0fXU18T6u1NeSFkssgnIUXPuKRILc2v2GW3xycoPSkbZCEmQhhBCGFu6kM5oS5MYr8QUi2DXIjZebttTUEB+kr/+VUh5XtwvVUtPBWkkP2m6C7Glqv7ZAEmQhhBCGZqmqctU7hoO1psaves40x0IfEP4EGSAhPZ3aVtRdB7sGucly01rbk6ggUG5t8NiuKKpBbisJclslCXKIFRQUcIaHOQ5DbeHChfzhD38A4OGHH2bVqlVet928eTMffPBBuJomhBB+CSSRaO30XP4kWs6V9Kr27OH4d9+FPUHOyMnh4Jo1Af/Ooe5BDuZUaW1pHuRgJsjF27ejbcHs7/ZO22wQoRX8wkkSZD9FcknlQI/96KOP8rOf/czr44EkyLK0tBAiXPxNJCIx7dUZN93Ej++8Q+Hnn5NzwQVhPfbAa65hzT33uHqx/RXQUtPNJEjJHTpQ5WUl2tbyliCHZKlpoiNB7j15Mhv/+EdKdu5s9b58YWm0qmVbJQlyI6+++ipDhw5l2LBh3HDDDYB9kY758+czadIk7r//ftavX8/YsWMZPnw4Y8eOZafjpNy6dSujR48mLy+PoUOHsnv3bgCsViu33XYbgwcPZsqUKVS7fbJ2mjNnDnfccQfjx49nwIABrFixArAvwnHVVVcxbdo0pkyZAsCTTz7JqFGjGDp0KI888ohrH4sWLWLgwIH87Gc/c7XJue9//etfAGzYsIGxY8cybNgwRo8eTWlpKQ8//DBLliwhLy+PJUuWUFJSwmWXXcbQoUM566yzXEtmL1y4kLlz5zJlyhS/VgkUQojWCPvyywEkWSPmzSP7vvu44KWXyL3oosCPHYDcCy+k5znnBDwfcrB7kDOzsylu5WqG3oR1kF6QSyzikpNDkyBPmkSfyZNbPR+2rzy1W5lM2NxWFm4LZJo3N1u3bmXRokV88cUXZGVlUeL2CXjXrl2sWrUKs9lMWVkZa9euJS4ujlWrVvHAAw+wdOlSnn32WebNm8d1111HXV0dVquVY8eOsXv3bt544w1eeOEFrr76apYuXcr111/f5PgFBQV89tln7N27l0mTJrFnzx4AvvrqK77//nsyMzNZuXIlu3fvZv369WitmT59OmvXriUlJYU333yT//znP9TX13PmmWcyYsSIBvuvq6vjmmuuYcmSJYwaNYqysjKSk5N59NFH2bhxI08//TQAv/jFLxg+fDjvvvsuq1ev5sYbb2Tz5s0AbNq0iXXr1tEuBj49CiGMIdAEOZzTXkVaaz4UBDtBTkxNpa6qCq012mpFmc0BtcuTsJdYhHAlPUtlpcd5kAMRF8Y6ZE/nizP5T0xPD0sbwsHQCfK/LriA6hMngra/dllZTH37ba+Pr169mhkzZpDlmI8y0+3EveqqqzA7LvLS0lJmz57N7t27UUphcYwgPvvss1m0aBGFhYVcccUV9O/fH4CcnBzy8vIAGDFihGsp6MauvvpqTCYT/fv3Jzc3lx07dgBw/vnnu9qycuVKVq5cyfDhwwGoqKhg9+7dlJeXc/nll5PsGMgy3cMypzt37qRbt26MGjUKgHQvJ/K6detYunQpAOeddx7FxcWUOgaATJ8+XZJjIURYhbMH2ducy0YXl5yMpaIioOcGe5AeQFrnzlQcP05CcnLQZrBwHrfNDNKrqiKtV6+Q7DuUPJ0vzuNLghwmMz76KOj7LG/mK4jm1jJPcTsZHnroISZNmsSyZcsoKChg4sSJAMyaNYsxY8bw/vvvM3XqVF588UVyc3NJTEx0PddsNnsssYCmF7bztvuxtdYsWLCA22+/vcG2f/7zn1t8YfB1rXZPLz6e2iKEEOHgb4Lc+KvsUB7LKFr1ocCPWTt8TUQ75uZyYu9eOvXrF7Q5kJ3HlUF6Le87lOqbSZDbEqlBdjN58mTeeustiouLARqUWLgrLS2lR48egL1G2Gnfvn3k5uZy9913M336dFftrq/efvttbDYbe/fuZd++fQwcOLDJNlOnTmXx4sVUOHoKDh8+zI8//si5557LsmXLqK6upry8nPfee6/Jc0877TSKiorYsGEDYP+wUF9fT1paWoMPDueeey6vv/46APn5+WRlZXntbRZCiFALZw9yLCbI4Hti6euKdVl9+3Ji714sQVwkxHncZlfSkwQ55JrrQW5LJEF2M3jwYB588EEmTJjAsGHDmD9/vsft7rvvPhYsWMC4ceOwuhWlL1myhDPOOIO8vDx27Njh90C2gQMHMmHCBC688EKeffZZkjx8op8yZQqzZs3i7LPPZsiQIcyYMYPy8nLOPPNMrrnmGvLy8rjyyisZP358k+cmJCSwZMkSfvGLXzBs2DDOP/98ampqmDRpEtu2bXMN0lu4cCEbN25k6NCh/PrXv+Yf//iHX7+HEEIEk9+zWCQkcHDNmrAcyyjiU1MDLrHwp87W157azgMH8v077/Dp739PYhD/ni0O0jNwiUXjRV2CmiAnJ1OwcmVQ9tWSuoqKJu1OzMggf/58fnj55bC0IRwMXWIRCbNnz2b27NkN7nPvJQZ7rfGuXbtctx977DEAFixYwIIFCxpsm5mZyZYtW1y37733Xq/HHjduHE899VSD++bMmcOcOXMa3Ddv3jzmzZvX5PkPPvggDz74YJP73ds/atQovv766ybbOHuVnf7973832WbhwoVe2y6EEKHibyLR79JL+f6FF8JyLKNI7d6dE27vNb6yWiyY4nxPBXytQe7Urx9X/f3v2OrrSe7Qwe92eaMgbCvpeTtWsATzXOs7fTrfP/98UPbVkorDh0l1fIvudM5vf8vRDRvY/MwzDLnpprC0I9SkB1kIIYSh+ZtItMvKCngeZEtlJfFhXLUvWNyXu/ZH+cGDpPXu7fP2/iSi6V270r5nTxKkB9klsX17ak6eBIKbICe1bx+2hUJK9+8nIyenwX0JqalknnZamyqzkB5kg2jcSy2EEMJOapBbFmiC7CnZaU4oElF/hHOQnong1iDDT3FK6tAhqOeaKS4OHaZ5iL2dM22tDtmnHmSl1AVKqZ1KqT1KqV97eHyOUuq4Umqz49+tgTYomHMOisiROAohgkUS5JYltW9PnWM6Tn+UFhSQkZ3t8/aGT5DDcKzWyMjOdn2QidZzrezgQY/T08VcgqyUMgN/Ay4EBgHXKqUGedh0idY6z/HvxUAak5SURHFxsSRXUU5rTXFxscdBhkII4S9/yx5iMUEGMMXHY3UbBOaLqOxBDleJBaHrQQawWSyYExKCfITQs1ksxLlNX+tkMpshTGUe4eBLicVoYI/Weh+AUupN4FJgW7Ab07NnTwoLCzl+/Hiwd+1SU1MjiVsYJCUl0bNnz0g3QwjRBvibtJri47HW1YXlWEaS1qsX5YcO0T431+fnlO7fzyAPK7t6Y3MkQJFJj70nra52BbsGOcgddhk5ORR99RVaa+rKyoK6b22z+f2NQHPKCwux1tWRkZPj+rvWlZeTkJrq9TlWiwVLdTW1J0+SlJnp8/zaRuRLgtwDOOR2uxAY42G7K5VS5wK7gHu01ocab6CUmgvMBejSpQv5+fl+N7i1KioqSG0muCJ4Dhw44PO2FRUVETkfRPMkLsYUa3EpKSriy40b/VqyuLy8PKC/0ZFNm0js1YuSAJ4b6biUAp+vWEHa0KE+P6dw2zY279uH+dgxn7Y/evQoADvLy8n38TleXXYZOFcttFjsP3va57hxrvvrbDaOdOvW5O+8d+9eAD4/fpx2jZKyivp6/9rqaNehwkKs27eTP3AgZGdDEGJbe/Qoh777jg+ef57qurqgni9xeXm8MmoUp//97yR06tSqfWmrle9mzMCcnEzuI4+QMmAAADUHD1IVH++13bauXXn7zjsp+sc/6HnHHXS9+mqvx4j09dISXxJkTx/HGn+keg94Q2tdq5S6A/gHcF6TJ2n9PPA8wMiRI7VzBbpwys/PJxLHFc2TuBiTxMWYYikuWmsOpqQwafJkv55XmJnJOWef7fGr4OZ8/PrrDLv4YrqOHOnX8yDycfl85Up6DhhAjh9tOBQfz6QLLrB/Pe6D/Y7ygEHt2zOxS5dAmvmTv/8dune3/1xUZP+50SqxALz7ruv+dvHxdCkqavJ3dk5fOrFLlyYJcv6xY/611dGuDw8fRlksTNy5EwoKIAiD6atOnOD9l16ib4cOZN1+O2OCeb5MnMj7113HmYMHkzXIUyWs72pLS/kxL4/OeXn0HTCA3o52Ht20CZWb6/U8H5yZyYY//IEirclSqtnrIdLXS0t8GaRXCLhXY/cEitw30FoXa62dc+q8AIwITvOEEELEspqSEpIyM/1+XnqfPpT58S2WU+n+/aQH6SvqcAuo9tpm8zk5BoPUIHu4P1qmeXPGyN/ab3/331rOUiN/V/9Lz86mePt2MnJzA5pVxUh8SZA3AP2VUjlKqQRgJrDcfQOlVDe3m9OB7cFrohBCiFhVWlAQUCKRkZNDWUGB38+rKS6mXceOfj/PCMIxi0AoZovwh8LzLEnRMkgvLimJ+poaykKYINdXVbV6P+4Jsvv+WkqQE9PTqTp6lPa5uVQ6ynGiVYslFlrreqXUXcDHgBlYrLXeqpR6FNiotV4O3K2Umg7UAyXAnBC2WQghRIwItKctkHmBbVYrymyOWO9oa4U1QY5gD3LYVtLzcqzW7lMpZf+mwsg9yFVVAfUgg2N1RsfsHFrrqL2efFooRGv9AfBBo/sedvt5AbCg8fOEEEKI1mhNgnxozRq/nuNpCd1oEp+SQkVRUcsbtoIREuRo7kG271hR9eOPJLdyIJ0nkS6xAPtKljXFxaR07Url0aOkduvW7PZGJUtNCyGEMKyygoKAaoIzcnIo9bPEIphTZEWCv8mRzWoFk39pgCESZA/3h2ShEEKTIFtra8HRkxxsjc+B8sOH+eiWW1gzf75f+9nx5pskpKUFlCB3PP10zImJAZc5GYUsNS2EEMKwak6eDKgmOCkzk9qTJ/16Tu3JkyRFaf0x+J8gBzLnc8QTZDwnrdEySA/g8hUr/BoY6Y/G50DJjh1oq5WCjz/2q9yhcO1aZn72GYVr1zZJkJM6dGj2uVNfeglbfT2bnnqKGj+vQSORBFkIIYRhWSorifNjFT2n+ORkv79q9nfFPqOJT0nB4scArVYlyH49K3jCWWJhCtGHgIw+fUKyX7CfA9XFxa7blspK0rOzObVnD/XV1T6f3yazmcSMjIB6kBPT0+1tCeAaNBIpsRBCCGFYga5sF9euHfXV1WE5llHERA9yOKd5a7TvaOAtoQ20NjmQBNnbc6ONJMhCCCEMK9CkNZBESRLklsVkghy0PYZeMBJkbbOB4+8YJwmyEEIIYTy2ujrMjimjQk0S5JbZbPaJz0x+Du4LFpOXEgubzRb0pN25v1jrQbZUVxPXrl2z+wukLdFGEmQhhBCGpLXGUl0dtt5KSZBbZogaZA/3h2K+3WjsQY5LSaGmpARbfT3aZmuQIFceOeLTPtzPC0mQhRBCCIMp3r6durKysB0v2hPkuORkv1ZRq3csBuEPI5dYBLtF0ViDnNajB8e/+44/JSTw2X33uc7pnhMm8OHs2T7Nk1178iSJGRmAfcBd7alTrsf8OWckQRZCCCFCoPbUKfpddlnAzzfFx2Otq/N5+2hPkE1mM9pq9Xn7aK1BtnmZxSJUJRaejmdUSR06kHfnnaA1pfv3u2J8+rXX0v/KKzm1d2+L+yh1m3s8LinJPm+zg/QgCyGEEBHW2oQ1HCUH0SxaE2QpsWie+8qT7jH2dfn1xqtXxiUnu6YPtFRV+TxVXOMBftFGEmQhhBCGJAlyaEVlgoznkoeQlFhE4SA9gPQgJ8gZ2dk/rUqpNcrHAZrSgyyEEEKEgCTIoSWD9Fo4lnPfQd1r6LmWS9e6YYKcnR1YguxjYt2YJMhCCCFECLQ2YY3zcyWvNpEgm0zYfKxDjsoe5GZW0gtZghxlPcgJqamunwPpQS4/eJB0t9X+0n1MrBuL9pX0ZKnpIPrmf/+XCsc0KkopRt9/P6ndu0e4VUII4dnud9/l4OrVmMxmxj36KAlpaZFuUgOWykraZWUF/HxzYiJFX31FlzPP9Gl7m8UStjmXQyUhNZVP77qLwbNn0/2ss5rdNmoTZA/3hyJBdi41HV3psZ05IYGjmzaR2r27K8aJGRmc2LKFqhMnSG7murLW1RGXmOi6nZGTw74PPrDf8OPDQnxyMkc3bKC+poa4pKTAfpEIkh7kINr2z39y2syZnDZzJjUnT3Jiy5ZIN0kIIbzauWQJPcaNo+zQIU5s3Rrp5jTR2h7dPpMnc3LXriC2yPimLl5Mep8+HPjkkxa3tVRW+jzgysnQCXIIjuXcd7S5bf9+0BprbW2DZLd3C9eEpw8a7Tp2tM+tbLWCHwvEKJOJriNHUnnsmP+/gAFIghxEcUlJ9Bg7lh5jx9Khf/+o/mpBCNH2WSor6XHOOXQbPTqgr1BDrbUJcnqfPtRXVwexRcbXPieHLmee6dP7T2t6kE0RSpC9raSntQ766n7RWoMMkNq9O0mZmZjiGhYKZOTkNHtuWGtrMbsl1PBTLXEg50tLxzMySZCDxGqxYIqPd92OT0lxTYsihBBG5HzDC3QQTqgF0sPpLtoHCQXK1/ef1iw1bbQeZJvNJguFNGKKjyetV68G97V0TXg6J+JTUqivqgrofInma1AS5CBpfOJE80khhIgNUZEgh2kWi2hNgjzx9feWGuSWjwXR2YMMuK7txvcFkiAH2oMczXMhS4IcJJIgCyGija2+HnN8PBk5OZQ55zk1kHAmyPXV1cS1axfwsYykrSfIYVtJz/F/NK2k584ICXI050Iyi0WQeEyQDfSGox3zITopk6lVX122FTartUGNoik+vsGABtF21VVWukZkmxMTMbuVSMUCq8WCdnxdnpSZSdXx41jr6gw1i0MwEuTasjLqKitJaGE/bWKKNwdfk5JAZu2IeIKM5x7dkPYgt7EEueLwYeoqKoCmuYClspK4RrmBKS4Oa10dloqKgBLkmuJitM3m8wIjRiEJcpA0PqmM9qnpwCefsHLuXNf66iXbt3Pd+vVkuM11GIs+f+ABDqxcSUJGBgDVx49zkwFH84vg+vG773jn4otp368f2molKTOTy//970g3K6yWXnABWWecAdgTge5nn82b557LdV9/HeGW/aT21CkSHddmIMyJiSR36sTiAQO44v336ZyX53XbWEyQA0n8DLFQSLhW0nPuO8j7DZfe551Hp2HDGtzX8fTT+eGll9j/0UcAFG/bxpzvvyela1fA+3WQ1KED6594gqwhQ/xqQ+e8PD67914qiooY8+tfB/ibRIYkyEFi9BKLmpIS8u68k9H33QfAhzfdRO3JkxDjCXJNSQlTXniBriNHAvDaiBERbpEIh5O7dpF3552c9cADaK1jMu41J09y9aefum6f/8wzvOrjfMHhYqmoaNXczEoprlixgjXz51Nz8mTzx6qqiqkE2VpX12SGA19EvAc5EivpRWkPct4ddzS5r+vIkczMz3fdXnHttdScOvVTguzlOsj7r/8i/5576Dttml9tyJk6FZPZTMHKlf413gCiq7/bwIyeIBu9fZHSlnqNhO/cl1KN9q9RA1FfW2uoUgpP6mtrG8wM1Bq+vN61pdcCU1wcuoXV9MoOHiStd2+/9x1TCXKUD9LzReNrw9t1EJ+SQnlhoetb6NYcI1pIghwkRk9Ajd6+SGnyYuDHMq0iepXu30+G2wt9cpcuVB49GrkGhVnZgQMBJUfhVH7oUNDa6GuCHNdGEmRflBUUNKlP9YUhEuRwl1i04Q/P/iTIQEDnTLTmGz4lyEqpC5RSO5VSe5RSTYpIlFKJSqkljse/UUplB7uhRmf0BLTx1yYJqakyTzNQ3+jvYrS4idBw70EGDDvNWag0/v2dIpX0eOKtjYGI9+H1ri31IPsi0L9vxBNkIjBIL6h7NRbnHMdOzSbISpEewIfWaH1fbTFBVkqZgb8BFwKDgGuVUoMabXYLcFJr3Q94Cngi2A01OsMnyAZvX6TI3yU2VR07RnKXLq7bkiDbmRISsNbVRaBFTQU1QY6xEgtfNP4WxVcRX0nPZArbSnrOvUkPsn27tB49AirNitb3VV8q9EcDe7TW+wCUUm8ClwLb3La5FFjo+PlfwNNKKaUNdlYdOnSImTNnkpSUBECS1crwsrKg7LtzXR3bU1LY9bvfAaC0Zvbhw1zbihHYwdSjpoYvO3SgyPG7Dy4vJ6eqiuI774xwy+zq6+t5LoABI601sLKSfgMHguPFfurx4ywfMIC6KJuOJlQiFZdQ611dTY5b8tW3spIh5eUcM8j10JLWxqVbbS0bMzI4+PjjDe6ffuwYH2ZlYTVAT7Krjb//fav35Yzvkw8+6HWbjhYLB5KS+OGZZwI+Tk1Njev9JdKuOnKk2fefPtXVfPyPf3DSzzrvase0mJHqQTaZTHxTXEx2o+S+uLiY1CBP1ej8EDDqhReIs9nAbXBbWzG0rIxeNTWU3HwzAF1ra/lPejoFCxY02C6lvp4pJ040+bv7It5m49qiIv7ldj5alWL0b37DxIkTW9P8kFIt5bBKqRnABVrrWx23bwDGaK3vcttmi2ObQsftvY5tTjTa11xgruPmQGBnsH4RP2QBJ1rcSoSbxMWYJC7GJHExJomLMUlcjClScemjte7U0ka+dEF4+pjYOKv2ZRu01s8Dz/twzJBRSm3UWo+MZBtEUxIXY5K4GJPExZgkLsYkcTEmo8fFl++RC4Febrd7AkXetlFKxQEZQEkwGiiEEEIIIUQ4+ZIgbwD6K6VylFIJwExgeaNtlgOzHT/PAFYbrf5YCCGEEEIIX7RYYqG1rldK3QV8DJiBxVrrrUqpR4GNWuvlwEvAa0qpPdh7jmeGstGtFNESD+GVxMWYJC7GJHExJomLMUlcjMnQcWlxkJ4QQgghhBCxROayEkIIIYQQwo0kyEIIIYQQQriRBBlQRlpfVbgopeT8FMIHSqnESLdBeCbvL0L4zkjXS0wnII6ZOdK11tpIQYl1SqnRSqksrbUt0m0RP1FKnaeUOkuuFWNRSk0CbnP8HNOv6UailOqtlOqAb+sNiDBRSrVzzMglDEQp1VEplWKkGdBi9sVUKXUm8BWwQCmVKUmyMSilpmCfFaVHpNsifqKUugB4FchwvoDJ9RJ5jutlKfBHpVRP+VBpDEqp6cCbwBLgOsd9cr1EmFLqUuzvL28qpaYopfpEuk0ClFJXAG8A7yulblNKjYl0myCGZ7FQSrXH/uL1LfaVAP+otT4e2VbFNsebykLgVq31t0ops9baGuFmxTTHm3oKsAz4k9b6Q6VUClCP/fWjJqINjGFKqUuAR4HrgUuxL9D0sNa6LqINi3FKqTzgn8C1QB/gbuBKrXV5RBsW45RSw7DH5TqgH/Y1G4qwT127LZJti2VKqe7AGuzXSxYwEugNLNVafxLJtsXkVz+OryHjgDpgP9AXuFUp9RlQrbX+TyTbF8NmAD0cyXE68IhSqhP25OwbrXXjFRxFiDm+WakBjgAfOz5YvgbUAvuUUiu11qsi2sgY5Pjq/grgV1rrbUqpgcDV2OeqRymljPRVZYzpDWzTWv+glDoA/Ab4q1JqI/CF1npzZJsXs/pgj8v3wPdKqSzgBuBHpdRx6SCLGDNwUGv9LYBjPY2pwOVKqRKt9aZINSwmSyy01jat9QngQ+wrBf4NOBN7ItYJ5OuwSNBa3wisU0rtAN4DDmKPz5XApEi2LZZpresBK/ZJ3f8MvA08DhwApimlMuR6CbtTwF1a608BtNbLgK7Ak47bkhxHznogSyn1FrAd+0qz7wA9gQuVUma5XiLiB8CilLrBcbsr9vjkAbkRa1WM01ofAkqUUn9w3N4HrAR+BIZA5PKxmEmQlVITlVJXK6Vmud2dgb07Pxs4C/gSOFcp1VHeYMLDLS6zAbTWVwL/wd7T8het9f8B7wPXKKVi8huPSHCLi/PNZCFQDgwGlmitNwKfYO8tM8n1Eh6OuFwDzNRaVznuc76O/xeQqZQ6PWINjFFu18u1WuujwE3Yv87/Smv9O631e9g7ZMYDiXK9hIdbXGZqrfcD+cClSqkPgTFa67nAOmBWc/sRwaWU6qmUynC763+BZKXUvQBa673YO8dmKqWSInW9xESC7Bjl/Qb2N/P5SqlnlVKZ2HuMzwVex14n7SrQnQAABcVJREFU9gigcXxNKUKrUVx+oZR6QSnVXmt9rdb6AbdPjSagjBg5XyOtUVx+qZT6G/a//YeADfirY9NBgIzSDxO3uPQC/lsp9XelVHe3gXnF2GNxTqTaGIsaXS+/clwv1Vrr5cAxt06ZDOzxkRkUwqBRXO5z9FB+CtyM/f3+MsemcUBpRBoZg5RSlwGrgFscJZQAO4AVQF+l1F8c96UCFiKYj7X5QXqOJOsJ4IjW+imlVBL2UazHgBeB24GPHIOPFJCsta6MXItjQzNxOQk8qrX+0bHdbdhjdJPW+oeINThGeInLYuyDWZ7CPmDvIexv8n2Bmx01fSKEmrleTgC/01ofc2x3DfAw9m/GaqSnMrRaeB37HXCR41877DPzXC/XS+h5icvLwHHgf7TWxY7t7sVehzxLa701Yg2OEY6E+E3s5ZOF2Mso3tRaH3fEqC/216807B0BN0ZyTFib75FzvEF8CwxUSnVxjLq/DXs92A1a63mO5Nis7SQ5DoNm4pKF/et85+jWEUhyHDZe4nIr9herX2utd2mtbwDuBM6TN/vwaOZ66YL9my/ndkuAc7TW1ZIch14zcekE3KO1fhH4b+DvwCVyvYSHl7jcAnQGHnPbNB17EibJcXiUAr8E7gA2Y59NZKZSqqvWukZrvVVrfQ32EqVzIj1hQptNkJVSvZRSiUqpdtjnO04Dhiql2jlq9+YAU5V9XkRkOrHw8CEuNwFjlFIXY585YZ4kx6HnY1zGKqUuB9BaF2utyyLY5Jjgx/Uy3fkcrfXJCDU3ZvgYl58ppS7WWu/XWr+ntT4Y0UbHAD+uF+f7/sNa6+8i2OSYoOyL5iQAcVrrH7TWtVrrpcBaoD9wlWO7kQBa62Na64iXvbTJBNmRXH0I/B/2r4frsNci/RIYr5Tq5rhYVmGfz1WEgY9xqcZeJ6YcPfq1EWtwjPDjevnU8ZgIAz+vF/mAHyZ+XC8RncM11vh5vcj7fpg44vIB8DTwslLqNOdjjiT5M6CTUupdYI3jm2NDaFM1yI66o57Yg/EL7FO4zAbuAs4GhmOfKxTgMPbao/O01rvC39rYIXExJomLMUlcjEniYkwSF2PyEpfrsZccne9e1qKU+if2wcXTjPSNcZsafa611kqpIuxfrewGftRa/14pZcE+hdtZ2OuSRgHDgMlykYSexMWYJC7GJHExJomLMUlcjMlLXP7oiMtKpdQkrfUupVQ37OtQXGak5BjaUA+yUqof9imn9mEfELFJa/17t8cXYK91+bl8bR8+EhdjkrgYk8TFmCQuxiRxMSYf4nIf9mlCf661rlZKpWqtKyLTWu/aRA+yUuoS7FPqnMS+Ws7r2Jf2NGut/9ex2RvAA0gNZdhIXIxJ4mJMEhdjkrgYk8TFmHyMy1vY41IDYMTkGNpAgqyUGgv8AbhWa/0fpdTzwGhgLPC1UsqMfd69c7B347fHHjgRQhIXY5K4GJPExZgkLsYkcTGmthaXqC+xcARkgNb6FcftTsArWuuLlVK5wG+wf0oZjcynGzYSF2OSuBiTxMWYJC7GJHExprYWl7aQIJuBFK11mePnbsB7wEVa6yNKqT7YR66mGGFevVghcTEmiYsxSVyMSeJiTBIXY2prcYn6eZC11lb904IFCjgFlDiCcT32Opf4aAhGWyJxMSaJizFJXIxJ4mJMEhdjamtxifoeZE+UUq9gX4VtCjDH6N34sULiYkwSF2OSuBiTxMWYJC7GFM1xaVMJsmNi6njsE1LHY5/vcHdkWyUkLsYkcTEmiYsxSVyMSeJiTG0hLm0qQXZSSs0BNmi3lVpE5ElcjEniYkwSF2OSuBiTxMWYojkubTVBVrot/mJRTuJiTBIXY5K4GJPExZgkLsYUzXFpkwmyEEIIIYQQgYr6WSyEEEIIIYQIJkmQhRBCCCGEcCMJshBCCCGEEG4kQRZCCCGEEMKNJMhCCCGEEEK4kQRZCCGEEEIIN/8fte8t44pLyMIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Plot test results -------------------- #\n",
    "df = datasets_revised[index_test].reindex(dfs_x[index_test].index)\n",
    "df['y'] = y_test\n",
    "df['y_pred'] = y_pred_test_bin\n",
    "c = crashes[index_test]\n",
    "t_start = ['1956-01-01', '1971-01-01', '1976-01-01', '1983-01-01', '1995-01-01', '2004-01-01', '2010-01-01']\n",
    "t_end = ['1963-01-01', '1981-01-01', '1983-01-01', '1988-01-01', '2003-01-01', '2010-01-01', '2016-01-01']\n",
    "rcParams['figure.figsize'] = 10, 6\n",
    "eval_.plot_test_results(df, c, t_start, t_end)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression prediction of a crash within 1 months: 0.23\n",
      "Logistic Regression prediction of a crash within 3 months: 0.97\n",
      "Logistic Regression prediction of a crash within 6 months: 0.99\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Current prediction S&P 500 -------------------- #\n",
    "# train on all available data:\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/data')\n",
    "x_train, y_train, _, _ = data.get_train_test(dfs_x, dfs_y, dataset_names, test_data=None)\n",
    "C = [1, 1, 1]\n",
    "class_weights = [{0:.06, 1:.94}, {0:.06, 1:.94}, {0:.08, 1:.92}]\n",
    "dataset_original = ['^GSPC_11-05.csv']\n",
    "dataset_name = ['S&P 500']\n",
    "crash_threshold = [-0.0936]\n",
    "data_new = DataLoader(dataset_original, dataset_name)\n",
    "dataset_revised, crashes = data_new.get_data_revised(crash_threshold)\n",
    "dfs_x_new, dfs_y_new = data_new.get_dfs_xy_predict(months=months)\n",
    "x_new, _, _, _ = data_new.get_train_test(dfs_x_new, dfs_y_new, dataset_name, test_data=None)\n",
    "\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models')\n",
    "for index_month in range(len(months)):\n",
    "    y_train_ = y_train[:, index_month].astype(int)\n",
    "    lm = linear_model.LogisticRegression(C=C[index_month], class_weight=class_weights[index_month])\n",
    "    model = lm.fit(x_train, y_train_)\n",
    "    filename = 'logreg_model_{}months.sav'.format(months[index_month])\n",
    "    pickle.dump(model, open(filename, 'wb'))\n",
    "    y_pred_new_bin = model.predict(x_new).astype(int)\n",
    "    current_pred = np.dot(np.linspace(0,1,21) / sum(np.linspace(0,1,21)), y_pred_new_bin[-21:])\n",
    "    print(str(model_name) + ' prediction of a crash within ' + str(months[index_month]) \\\n",
    "          + ' months: ' + str(np.round(current_pred, 2)))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
